Face Generation

In this project, you'll define and train a DCGAN on a dataset of faces. Your goal is to get a generator network to generate new images of faces that look as realistic as possible!

The project will be broken down into a series of tasks from loading in data to defining and training adversarial networks. At the end of the notebook, you'll be able to visualize the results of your trained Generator to see how it performs; your generated samples should look like fairly realistic faces with small amounts of noise.

Get the Data

You'll be using the CelebFaces Attributes Dataset (CelebA) to train your adversarial networks.

This dataset is more complex than the number datasets (like MNIST or SVHN) you've been working with, and so, you should prepare to define deeper networks and train them for a longer time to get good results. It is suggested that you utilize a GPU for training.

Pre-processed Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. Some sample data is show below.

If you are working locally, you can download this data by clicking here

This is a zip file that you'll need to extract in the home directory of this notebook for further loading and processing. After extracting the data, you should be left with a directory of data processed_celeba_small/

# can comment out after executing
# !unzip processed_celeba_small.zip

Archive:  processed_celeba_small.zip
   creating: processed_celeba_small/
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   creating: __MACOSX/processed_celeba_small/
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   creating: processed_celeba_small/celeba/
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   creating: __MACOSX/processed_celeba_small/celeba/
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data_dir = 'processed_celeba_small/'

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import pickle as pkl
import matplotlib.pyplot as plt
import numpy as np
import problem_unittests as tests
#import helper

%matplotlib inline

Visualize the CelebA Data

The CelebA dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations, you'll only need the images. Note that these are color images with 3 color channels (RGB)#RGB_Images) each.

Pre-process and Load the Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. This pre-processed dataset is a smaller subset of the very large CelebA data.

There are a few other steps that you'll need to transform this data and create a DataLoader.

Exercise: Complete the following get_dataloader function, such that it satisfies these requirements:

• Your images should be square, Tensor images of size image_size x image_size in the x and y dimension.
• Your function should return a DataLoader that shuffles and batches these Tensor images.

ImageFolder

To create a dataset given a directory of images, it's recommended that you use PyTorch's ImageFolder wrapper, with a root directory processed_celeba_small/ and data transformation passed in.

# necessary imports
import torch
from torchvision import datasets
from torchvision import transforms
import torch.utils.data as data

def get_dataloader(batch_size, image_size, data_dir='processed_celeba_small/'):
    """
    Batch the neural network data using DataLoader
    :param batch_size: The size of each batch; the number of images in a batch
    :param img_size: The square size of the image data (x, y)
    :param data_dir: Directory where image data is located
    :return: DataLoader with batched data
    """
    tran = transforms.Compose([
        transforms.Resize(image_size),
        transforms.ToTensor()
    ])
    
    image_folder = datasets.ImageFolder(data_dir, tran)
    data_loader = data.DataLoader(image_folder, batch_size, shuffle=True)
    
    return data_loader

Create a DataLoader

Exercise: Create a DataLoader celeba_train_loader with appropriate hyperparameters.

Call the above function and create a dataloader to view images.

• You can decide on any reasonable batch_size parameter
• Your image_size must be 32. Resizing the data to a smaller size will make for faster training, while still creating convincing images of faces!

# Define function hyperparameters
batch_size = 64
img_size = 32

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# Call your function and get a dataloader
celeba_train_loader = get_dataloader(batch_size, img_size)

Next, you can view some images! You should seen square images of somewhat-centered faces.

Note: You'll need to convert the Tensor images into a NumPy type and transpose the dimensions to correctly display an image, suggested imshow code is below, but it may not be perfect.

# helper display function
def imshow(img):
    npimg = img.numpy()
    plt.imshow(np.transpose(npimg, (1, 2, 0)))

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# obtain one batch of training images
dataiter = iter(celeba_train_loader)
images, _ = dataiter.next() # _ for no labels

# plot the images in the batch, along with the corresponding labels
fig = plt.figure(figsize=(20, 4))
plot_size=20
for idx in np.arange(plot_size):
    ax = fig.add_subplot(2, plot_size/2, idx+1, xticks=[], yticks=[])
    imshow(images[idx])

Exercise: Pre-process your image data and scale it to a pixel range of -1 to 1

You need to do a bit of pre-processing; you know that the output of a tanh activated generator will contain pixel values in a range from -1 to 1, and so, we need to rescale our training images to a range of -1 to 1. (Right now, they are in a range from 0-1.)

# TODO: Complete the scale function
def scale(x, feature_range=(-1, 1)):
    ''' Scale takes in an image x and returns that image, scaled
       with a feature_range of pixel values from -1 to 1. 
       This function assumes that the input x is already scaled from 0-1.'''
    # assume x is scaled to (0, 1)
    # scale to feature_range and return scaled x
    minX, maxX = feature_range
    x = x * (maxX - minX) + minX
    
    return x

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# check scaled range
# should be close to -1 to 1
img = images[0]
scaled_img = scale(img)

print('Min: ', scaled_img.min())
print('Max: ', scaled_img.max())

Min:  tensor(-0.8980)
Max:  tensor(1.)

---

Define the Model

A GAN is comprised of two adversarial networks, a discriminator and a generator.

Discriminator

Your first task will be to define the discriminator. This is a convolutional classifier like you've built before, only without any maxpooling layers. To deal with this complex data, it's suggested you use a deep network with normalization. You are also allowed to create any helper functions that may be useful.

Exercise: Complete the Discriminator class

• The inputs to the discriminator are 32x32x3 tensor images
• The output should be a single value that will indicate whether a given image is real or fake

import torch.nn as nn
import torch.nn.functional as F

def conv(in_channels, out_channels, kernel_size, stride=2, padding=1, batch_norm=True):
    
    layers = []
    conv_layer = nn.Conv2d(in_channels, out_channels, kernel_size, stride, padding, bias = False)
    layers.append(conv_layer)
    if batch_norm:
        layers.append(nn.BatchNorm2d(out_channels))
    
    return nn.Sequential(*layers)
    

class Discriminator(nn.Module):

    def __init__(self, conv_dim):
        """
        Initialize the Discriminator Module
        :param conv_dim: The depth of the first convolutional layer
        """
        super(Discriminator, self).__init__()
        
        self.conv_dim = conv_dim
        
        self.conv1 = conv(3, conv_dim, 4, batch_norm = False)
        self.conv2 = conv(conv_dim, conv_dim*2, 4)
        self.conv3 = conv(conv_dim*2, conv_dim*4, 4)
        
        # conv_dim * 4 - depth and 4 * 4 w, h         
        self.fc = nn.Linear(conv_dim*4*4*4, 1) 

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: Discriminator logits; the output of the neural network
        """
        out = F.leaky_relu(self.conv1(x))
        out = F.leaky_relu(self.conv2(out))
        out = F.leaky_relu(self.conv3(out))
        
        out = out.view(-1, self.conv_dim*4*4*4)
        out = self.fc(out)
        
        return out
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(Discriminator)

Tests Passed

Generator

The generator should upsample an input and generate a new image of the same size as our training data 32x32x3. This should be mostly transpose convolutional layers with normalization applied to the outputs.

Exercise: Complete the Generator class

• The inputs to the generator are vectors of some length z_size
• The output should be a image of shape 32x32x3

def deconv(in_channels, out_channels, kernel_size, stride=2, padding=1, batch_norm=True):
    
    layers = []
    deconv_layer = nn.ConvTranspose2d(in_channels, out_channels, kernel_size, stride, padding, bias = False)
    layers.append(deconv_layer)
    if batch_norm:
        layers.append(nn.BatchNorm2d(out_channels))
    
    return nn.Sequential(*layers)

class Generator(nn.Module):
    
    def __init__(self, z_size, conv_dim):
        """
        Initialize the Generator Module
        :param z_size: The length of the input latent vector, z
        :param conv_dim: The depth of the inputs to the *last* transpose convolutional layer
        """
        super(Generator, self).__init__()
        self.conv_dim = conv_dim
        
        self.fc = nn.Linear(z_size, self.conv_dim*4*4*4)
        self.deconv1 = deconv(self.conv_dim * 4, self.conv_dim * 2, 4)
        self.deconv2 = deconv(self.conv_dim * 2, self.conv_dim, 4)
        self.deconv3 = deconv(self.conv_dim, 3, 4, batch_norm = False)
        
        

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: A 32x32x3 Tensor image as output
        """
        x = self.fc(x)
        x = x.view(-1, self.conv_dim * 4, 4, 4)
        x = F.relu(self.deconv1(x))
        x = F.relu(self.deconv2(x))
        x = F.tanh(self.deconv3(x))
        
        return x

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(Generator)

Tests Passed

Initialize the weights of your networks

To help your models converge, you should initialize the weights of the convolutional and linear layers in your model. From reading the original DCGAN paper, they say:

All weights were initialized from a zero-centered Normal distribution with standard deviation 0.02.

So, your next task will be to define a weight initialization function that does just this!

You can refer back to the lesson on weight initialization or even consult existing model code, such as that from the networks.py file in CycleGAN Github repository to help you complete this function.

Exercise: Complete the weight initialization function

• This should initialize only convolutional and linear layers
• Initialize the weights to a normal distribution, centered around 0, with a standard deviation of 0.02.
• The bias terms, if they exist, may be left alone or set to 0.

from torch.nn import init

def weights_init_normal(m):
    """
    Applies initial weights to certain layers in a model .
    The weights are taken from a normal distribution 
    with mean = 0, std dev = 0.02.
    :param m: A module or layer in a network    
    """
    # classname will be something like:
    # `Conv`, `BatchNorm2d`, `Linear`, etc.
    classname = m.__class__.__name__
    if hasattr(m, 'weight') and (classname.find('Conv') != -1 or classname.find('Linear') != -1):
            init.normal_(m.weight.data, 0.0, 0.02)
    

Build complete network

Define your models' hyperparameters and instantiate the discriminator and generator from the classes defined above. Make sure you've passed in the correct input arguments.

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
def build_network(d_conv_dim, g_conv_dim, z_size):
    # define discriminator and generator
    D = Discriminator(d_conv_dim)
    G = Generator(z_size=z_size, conv_dim=g_conv_dim)

    # initialize model weights
    D.apply(weights_init_normal)
    G.apply(weights_init_normal)

    print(D)
    print()
    print(G)
    
    return D, G

Exercise: Define model hyperparameters

# Define model hyperparams
d_conv_dim = 32
g_conv_dim = 32
z_size = 120

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
D, G = build_network(d_conv_dim, g_conv_dim, z_size)

Discriminator(
  (conv1): Sequential(
    (0): Conv2d(3, 32, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
  (conv2): Sequential(
    (0): Conv2d(32, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv3): Sequential(
    (0): Conv2d(64, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (fc): Linear(in_features=2048, out_features=1, bias=True)
)

Generator(
  (fc): Linear(in_features=120, out_features=2048, bias=True)
  (deconv1): Sequential(
    (0): ConvTranspose2d(128, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (deconv2): Sequential(
    (0): ConvTranspose2d(64, 32, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (deconv3): Sequential(
    (0): ConvTranspose2d(32, 3, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
)

Training on GPU

Check if you can train on GPU. Here, we'll set this as a boolean variable train_on_gpu. Later, you'll be responsible for making sure that

• Models,
• Model inputs, and
• Loss function arguments

Are moved to GPU, where appropriate.

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import torch

# Check for a GPU
train_on_gpu = torch.cuda.is_available()
if not train_on_gpu:
    print('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Training on GPU!')

Training on GPU!

---

Discriminator and Generator Losses

Now we need to calculate the losses for both types of adversarial networks.

Discriminator Losses

• For the discriminator, the total loss is the sum of the losses for real and fake images, d_loss = d_real_loss + d_fake_loss.
• Remember that we want the discriminator to output 1 for real images and 0 for fake images, so we need to set up the losses to reflect that.

Generator Loss

The generator loss will look similar only with flipped labels. The generator's goal is to get the discriminator to think its generated images are real.

Exercise: Complete real and fake loss functions

You may choose to use either cross entropy or a least squares error loss to complete the following real_loss and fake_loss functions.

def real_loss(D_out):
    '''Calculates how close discriminator outputs are to being real.
       param, D_out: discriminator logits
       return: real loss'''
    loss = torch.mean((D_out - 0.9) **2)
    return loss

def fake_loss(D_out):
    '''Calculates how close discriminator outputs are to being fake.
       param, D_out: discriminator logits
       return: fake loss'''
    loss = torch.mean(D_out **2)
    return loss

Optimizers

Exercise: Define optimizers for your Discriminator (D) and Generator (G)

Define optimizers for your models with appropriate hyperparameters.

import torch.optim as optim

lr = 0.0002
beta1 = 0.5
beta2 = 0.999

# Create optimizers for the discriminator D and generator G
d_optimizer = optim.Adam(D.parameters(), lr, [beta1, beta2])
g_optimizer = optim.Adam(G.parameters(), lr, [beta1, beta2])

---

Training

Training will involve alternating between training the discriminator and the generator. You'll use your functions real_loss and fake_loss to help you calculate the discriminator losses.

• You should train the discriminator by alternating on real and fake images
• Then the generator, which tries to trick the discriminator and should have an opposing loss function

Saving Samples

You've been given some code to print out some loss statistics and save some generated "fake" samples.

Exercise: Complete the training function

Keep in mind that, if you've moved your models to GPU, you'll also have to move any model inputs to GPU.

def train(D, G, n_epochs, print_every=50):
    '''Trains adversarial networks for some number of epochs
       param, D: the discriminator network
       param, G: the generator network
       param, n_epochs: number of epochs to train for
       param, print_every: when to print and record the models' losses
       return: D and G losses'''
    
    # move models to GPU
    if train_on_gpu:
        D.cuda()
        G.cuda()

    # keep track of loss and generated, "fake" samples
    samples = []
    losses = []

    # Get some fixed data for sampling. These are images that are held
    # constant throughout training, and allow us to inspect the model's performance
    sample_size=16
    fixed_z = np.random.uniform(-1, 1, size=(sample_size, z_size))
    fixed_z = torch.from_numpy(fixed_z).float()
    # move z to GPU if available
    if train_on_gpu:
        fixed_z = fixed_z.cuda()

    # epoch training loop
    for epoch in range(n_epochs):

        # batch training loop
        for batch_i, (real_images, _) in enumerate(celeba_train_loader):

            batch_size = real_images.size(0)
            real_images = scale(real_images)
            
            if train_on_gpu:
                real_images = real_images.cuda()

            # ===============================================
            #         YOUR CODE HERE: TRAIN THE NETWORKS
            # ===============================================
            
            # 1. Train the discriminator on real and fake images
            d_optimizer.zero_grad()
            d_loss_real = real_loss(D(real_images))
            
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            
            if train_on_gpu:
                z = z.cuda()
            
            fake_images = G(z)
            d_loss_fake = fake_loss(D(fake_images))
            
            d_loss = d_loss_real + d_loss_fake
            d_loss.backward()
            d_optimizer.step()
        
            # 2. Train the generator with an adversarial loss
            g_optimizer.zero_grad()
            
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            
            if train_on_gpu:
                z = z.cuda()
            
            fake_images = G(z)
            
            g_loss = real_loss(D(fake_images))
            g_loss.backward()
            g_optimizer.step()
            
            # ===============================================
            #              END OF YOUR CODE
            # ===============================================

            # Print some loss stats
            if batch_i % print_every == 0:
                # append discriminator loss and generator loss
                losses.append((d_loss.item(), g_loss.item()))
                # print discriminator and generator loss
                print('Epoch [{:5d}/{:5d}] | d_loss: {:6.4f} | g_loss: {:6.4f}'.format(
                        epoch+1, n_epochs, d_loss.item(), g_loss.item()))


        ## AFTER EACH EPOCH##    
        # this code assumes your generator is named G, feel free to change the name
        # generate and save sample, fake images
        G.eval() # for generating samples
        samples_z = G(fixed_z)
        samples.append(samples_z)
        G.train() # back to training mode

    # Save training generator samples
    with open('train_samples.pkl', 'wb') as f:
        pkl.dump(samples, f)
    
    # finally return losses
    return losses

Set your number of training epochs and train your GAN!

# set number of epochs 
n_epochs = 50


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
# call training function
losses = train(D, G, n_epochs=n_epochs)

Epoch [    1/   50] | d_loss: 1.1864 | g_loss: 0.6072
Epoch [    1/   50] | d_loss: 0.1515 | g_loss: 0.6787
Epoch [    1/   50] | d_loss: 0.0499 | g_loss: 1.3421
Epoch [    1/   50] | d_loss: 0.3307 | g_loss: 0.3666
Epoch [    1/   50] | d_loss: 0.1799 | g_loss: 0.3465
Epoch [    1/   50] | d_loss: 0.0606 | g_loss: 0.5670
Epoch [    1/   50] | d_loss: 0.0957 | g_loss: 0.5375
Epoch [    1/   50] | d_loss: 0.0927 | g_loss: 0.6167
Epoch [    1/   50] | d_loss: 0.1338 | g_loss: 0.5922
Epoch [    1/   50] | d_loss: 0.0550 | g_loss: 0.7023
Epoch [    1/   50] | d_loss: 0.0838 | g_loss: 0.6377
Epoch [    1/   50] | d_loss: 0.1833 | g_loss: 0.4326
Epoch [    1/   50] | d_loss: 0.0934 | g_loss: 0.6464
Epoch [    1/   50] | d_loss: 0.1666 | g_loss: 0.8154
Epoch [    1/   50] | d_loss: 0.4154 | g_loss: 1.2229
Epoch [    1/   50] | d_loss: 0.1614 | g_loss: 0.5161
Epoch [    1/   50] | d_loss: 0.1281 | g_loss: 0.5110
Epoch [    1/   50] | d_loss: 0.2303 | g_loss: 0.9442
Epoch [    1/   50] | d_loss: 0.3020 | g_loss: 0.2457
Epoch [    1/   50] | d_loss: 0.2132 | g_loss: 0.9255
Epoch [    1/   50] | d_loss: 0.2234 | g_loss: 0.6833
Epoch [    1/   50] | d_loss: 0.3093 | g_loss: 0.9226
Epoch [    1/   50] | d_loss: 0.1948 | g_loss: 0.7114
Epoch [    1/   50] | d_loss: 0.1953 | g_loss: 0.4710
Epoch [    1/   50] | d_loss: 0.2648 | g_loss: 0.2905
Epoch [    1/   50] | d_loss: 0.4158 | g_loss: 1.2811
Epoch [    1/   50] | d_loss: 0.2374 | g_loss: 0.3331
Epoch [    1/   50] | d_loss: 0.2536 | g_loss: 0.6400
Epoch [    1/   50] | d_loss: 0.2465 | g_loss: 0.7709
Epoch [    2/   50] | d_loss: 0.1843 | g_loss: 0.8179
Epoch [    2/   50] | d_loss: 0.2565 | g_loss: 0.5208
Epoch [    2/   50] | d_loss: 0.2271 | g_loss: 0.4252
Epoch [    2/   50] | d_loss: 0.2482 | g_loss: 0.4162
Epoch [    2/   50] | d_loss: 0.2001 | g_loss: 0.9231
Epoch [    2/   50] | d_loss: 0.2560 | g_loss: 0.3332
Epoch [    2/   50] | d_loss: 0.2387 | g_loss: 0.5853
Epoch [    2/   50] | d_loss: 0.1990 | g_loss: 0.4310
Epoch [    2/   50] | d_loss: 0.2733 | g_loss: 0.5403
Epoch [    2/   50] | d_loss: 0.2492 | g_loss: 0.5956
Epoch [    2/   50] | d_loss: 0.1698 | g_loss: 0.2955
Epoch [    2/   50] | d_loss: 0.1262 | g_loss: 0.5134
Epoch [    2/   50] | d_loss: 0.1743 | g_loss: 0.4145
Epoch [    2/   50] | d_loss: 0.1525 | g_loss: 0.5065
Epoch [    2/   50] | d_loss: 0.2513 | g_loss: 0.3069
Epoch [    2/   50] | d_loss: 0.2921 | g_loss: 0.3748
Epoch [    2/   50] | d_loss: 0.2757 | g_loss: 0.5230
Epoch [    2/   50] | d_loss: 0.2002 | g_loss: 0.6381
Epoch [    2/   50] | d_loss: 0.4701 | g_loss: 0.8417
Epoch [    2/   50] | d_loss: 0.1841 | g_loss: 0.6773
Epoch [    2/   50] | d_loss: 0.2842 | g_loss: 0.4513
Epoch [    2/   50] | d_loss: 0.2523 | g_loss: 0.7543
Epoch [    2/   50] | d_loss: 0.3267 | g_loss: 0.3392
Epoch [    2/   50] | d_loss: 0.2786 | g_loss: 0.5038
Epoch [    2/   50] | d_loss: 0.1936 | g_loss: 0.7600
Epoch [    2/   50] | d_loss: 0.1686 | g_loss: 0.4960
Epoch [    2/   50] | d_loss: 0.2575 | g_loss: 0.3106
Epoch [    2/   50] | d_loss: 0.1586 | g_loss: 0.5489
Epoch [    2/   50] | d_loss: 0.1819 | g_loss: 0.5865
Epoch [    3/   50] | d_loss: 0.2223 | g_loss: 0.1723
Epoch [    3/   50] | d_loss: 0.1525 | g_loss: 0.4350
Epoch [    3/   50] | d_loss: 0.1723 | g_loss: 0.5386
Epoch [    3/   50] | d_loss: 0.4596 | g_loss: 0.4772
Epoch [    3/   50] | d_loss: 0.1488 | g_loss: 0.3734
Epoch [    3/   50] | d_loss: 0.2977 | g_loss: 0.2775
Epoch [    3/   50] | d_loss: 0.2386 | g_loss: 0.7076
Epoch [    3/   50] | d_loss: 0.1442 | g_loss: 0.7617
Epoch [    3/   50] | d_loss: 0.2408 | g_loss: 0.3600
Epoch [    3/   50] | d_loss: 0.2539 | g_loss: 0.3907
Epoch [    3/   50] | d_loss: 0.2180 | g_loss: 0.5199
Epoch [    3/   50] | d_loss: 0.1569 | g_loss: 0.5257
Epoch [    3/   50] | d_loss: 0.1464 | g_loss: 0.5876
Epoch [    3/   50] | d_loss: 0.1922 | g_loss: 0.6731
Epoch [    3/   50] | d_loss: 0.1975 | g_loss: 0.6268
Epoch [    3/   50] | d_loss: 0.1009 | g_loss: 0.3057
Epoch [    3/   50] | d_loss: 0.2324 | g_loss: 0.2383
Epoch [    3/   50] | d_loss: 0.3084 | g_loss: 0.9079
Epoch [    3/   50] | d_loss: 0.2478 | g_loss: 0.3641
Epoch [    3/   50] | d_loss: 0.2629 | g_loss: 0.6225
Epoch [    3/   50] | d_loss: 0.2477 | g_loss: 0.7749
Epoch [    3/   50] | d_loss: 0.1479 | g_loss: 0.6550
Epoch [    3/   50] | d_loss: 0.1465 | g_loss: 0.6021
Epoch [    3/   50] | d_loss: 0.2566 | g_loss: 0.3429
Epoch [    3/   50] | d_loss: 0.2315 | g_loss: 0.3921
Epoch [    3/   50] | d_loss: 0.1740 | g_loss: 0.5184
Epoch [    3/   50] | d_loss: 0.3057 | g_loss: 0.5395
Epoch [    3/   50] | d_loss: 0.2175 | g_loss: 0.3122
Epoch [    3/   50] | d_loss: 0.2658 | g_loss: 1.0918
Epoch [    4/   50] | d_loss: 0.2065 | g_loss: 0.5446
Epoch [    4/   50] | d_loss: 0.1915 | g_loss: 0.3798
Epoch [    4/   50] | d_loss: 0.1674 | g_loss: 0.2904
Epoch [    4/   50] | d_loss: 0.1704 | g_loss: 0.6368
Epoch [    4/   50] | d_loss: 0.3356 | g_loss: 0.2637
Epoch [    4/   50] | d_loss: 0.2368 | g_loss: 0.3249
Epoch [    4/   50] | d_loss: 0.1583 | g_loss: 0.3753
Epoch [    4/   50] | d_loss: 0.1812 | g_loss: 0.6252
Epoch [    4/   50] | d_loss: 0.2321 | g_loss: 0.7251
Epoch [    4/   50] | d_loss: 0.2086 | g_loss: 0.4462
Epoch [    4/   50] | d_loss: 0.1636 | g_loss: 0.5215
Epoch [    4/   50] | d_loss: 0.1358 | g_loss: 0.4562
Epoch [    4/   50] | d_loss: 0.1890 | g_loss: 0.8089
Epoch [    4/   50] | d_loss: 0.1392 | g_loss: 0.5168
Epoch [    4/   50] | d_loss: 0.3304 | g_loss: 0.6309
Epoch [    4/   50] | d_loss: 0.1628 | g_loss: 0.4367
Epoch [    4/   50] | d_loss: 0.1777 | g_loss: 0.5549
Epoch [    4/   50] | d_loss: 0.1781 | g_loss: 0.6379
Epoch [    4/   50] | d_loss: 0.1621 | g_loss: 0.6713
Epoch [    4/   50] | d_loss: 0.2659 | g_loss: 0.2215
Epoch [    4/   50] | d_loss: 0.2083 | g_loss: 0.5149
Epoch [    4/   50] | d_loss: 0.1057 | g_loss: 0.5899
Epoch [    4/   50] | d_loss: 0.2119 | g_loss: 0.4737
Epoch [    4/   50] | d_loss: 0.1544 | g_loss: 0.5272
Epoch [    4/   50] | d_loss: 0.1745 | g_loss: 0.5129
Epoch [    4/   50] | d_loss: 0.2004 | g_loss: 0.5603
Epoch [    4/   50] | d_loss: 0.2032 | g_loss: 0.5316
Epoch [    4/   50] | d_loss: 0.1824 | g_loss: 0.3888
Epoch [    4/   50] | d_loss: 0.1878 | g_loss: 0.6016
Epoch [    5/   50] | d_loss: 0.3061 | g_loss: 0.2409
Epoch [    5/   50] | d_loss: 0.2336 | g_loss: 0.2206
Epoch [    5/   50] | d_loss: 0.2130 | g_loss: 0.6770
Epoch [    5/   50] | d_loss: 0.2558 | g_loss: 0.3271
Epoch [    5/   50] | d_loss: 0.1756 | g_loss: 0.6342
Epoch [    5/   50] | d_loss: 0.1475 | g_loss: 0.4673
Epoch [    5/   50] | d_loss: 0.1574 | g_loss: 0.4648
Epoch [    5/   50] | d_loss: 0.2675 | g_loss: 0.3345
Epoch [    5/   50] | d_loss: 0.2506 | g_loss: 0.3981
Epoch [    5/   50] | d_loss: 0.3731 | g_loss: 0.3454
Epoch [    5/   50] | d_loss: 0.2120 | g_loss: 0.7988
Epoch [    5/   50] | d_loss: 0.1981 | g_loss: 0.5147
Epoch [    5/   50] | d_loss: 0.1855 | g_loss: 0.6421
Epoch [    5/   50] | d_loss: 0.2079 | g_loss: 0.6505
Epoch [    5/   50] | d_loss: 0.1641 | g_loss: 0.7256
Epoch [    5/   50] | d_loss: 0.1811 | g_loss: 1.0322
Epoch [    5/   50] | d_loss: 0.2141 | g_loss: 0.2517
Epoch [    5/   50] | d_loss: 0.2535 | g_loss: 0.2985
Epoch [    5/   50] | d_loss: 0.3488 | g_loss: 0.7126
Epoch [    5/   50] | d_loss: 0.2024 | g_loss: 0.5492
Epoch [    5/   50] | d_loss: 0.1754 | g_loss: 0.6164
Epoch [    5/   50] | d_loss: 0.2452 | g_loss: 0.4772
Epoch [    5/   50] | d_loss: 0.1496 | g_loss: 0.3131
Epoch [    5/   50] | d_loss: 0.2473 | g_loss: 0.4585
Epoch [    5/   50] | d_loss: 0.1766 | g_loss: 0.2822
Epoch [    5/   50] | d_loss: 0.1520 | g_loss: 0.3085
Epoch [    5/   50] | d_loss: 0.1994 | g_loss: 0.3411
Epoch [    5/   50] | d_loss: 0.1742 | g_loss: 0.4122
Epoch [    5/   50] | d_loss: 0.0996 | g_loss: 0.7789
Epoch [    6/   50] | d_loss: 0.2123 | g_loss: 0.6672
Epoch [    6/   50] | d_loss: 0.3499 | g_loss: 0.5339
Epoch [    6/   50] | d_loss: 0.1903 | g_loss: 0.5662
Epoch [    6/   50] | d_loss: 0.1194 | g_loss: 0.5105
Epoch [    6/   50] | d_loss: 0.3724 | g_loss: 0.2765
Epoch [    6/   50] | d_loss: 0.2372 | g_loss: 0.6580
Epoch [    6/   50] | d_loss: 0.1766 | g_loss: 0.3471
Epoch [    6/   50] | d_loss: 0.2723 | g_loss: 0.4060
Epoch [    6/   50] | d_loss: 0.1739 | g_loss: 0.5183
Epoch [    6/   50] | d_loss: 0.2325 | g_loss: 0.4003
Epoch [    6/   50] | d_loss: 0.1919 | g_loss: 0.3880
Epoch [    6/   50] | d_loss: 0.1923 | g_loss: 0.3382
Epoch [    6/   50] | d_loss: 0.1632 | g_loss: 0.6531
Epoch [    6/   50] | d_loss: 0.1658 | g_loss: 0.6352
Epoch [    6/   50] | d_loss: 0.2236 | g_loss: 0.5333
Epoch [    6/   50] | d_loss: 0.1518 | g_loss: 0.6102
Epoch [    6/   50] | d_loss: 0.1722 | g_loss: 0.2461
Epoch [    6/   50] | d_loss: 0.1895 | g_loss: 0.2095
Epoch [    6/   50] | d_loss: 0.2116 | g_loss: 0.3487
Epoch [    6/   50] | d_loss: 0.2412 | g_loss: 0.5627
Epoch [    6/   50] | d_loss: 0.1541 | g_loss: 0.6750
Epoch [    6/   50] | d_loss: 0.2138 | g_loss: 0.3928
Epoch [    6/   50] | d_loss: 0.1406 | g_loss: 0.4446
Epoch [    6/   50] | d_loss: 0.2048 | g_loss: 0.4999
Epoch [    6/   50] | d_loss: 0.2427 | g_loss: 0.3487
Epoch [    6/   50] | d_loss: 0.4381 | g_loss: 0.1945
Epoch [    6/   50] | d_loss: 0.2134 | g_loss: 0.5097
Epoch [    6/   50] | d_loss: 0.2228 | g_loss: 0.2646
Epoch [    6/   50] | d_loss: 0.2123 | g_loss: 0.5346
Epoch [    7/   50] | d_loss: 0.2296 | g_loss: 0.4318
Epoch [    7/   50] | d_loss: 0.1707 | g_loss: 0.6918
Epoch [    7/   50] | d_loss: 0.1366 | g_loss: 0.7825
Epoch [    7/   50] | d_loss: 0.1553 | g_loss: 0.6128
Epoch [    7/   50] | d_loss: 0.2230 | g_loss: 0.3688
Epoch [    7/   50] | d_loss: 0.1687 | g_loss: 0.3592
Epoch [    7/   50] | d_loss: 0.2572 | g_loss: 0.6874
Epoch [    7/   50] | d_loss: 0.1824 | g_loss: 0.5059
Epoch [    7/   50] | d_loss: 0.2675 | g_loss: 0.3940
Epoch [    7/   50] | d_loss: 0.1809 | g_loss: 0.5051
Epoch [    7/   50] | d_loss: 0.4435 | g_loss: 0.2879
Epoch [    7/   50] | d_loss: 0.1720 | g_loss: 0.5818
Epoch [    7/   50] | d_loss: 0.2048 | g_loss: 0.6714
Epoch [    7/   50] | d_loss: 0.2208 | g_loss: 0.4046
Epoch [    7/   50] | d_loss: 0.1255 | g_loss: 0.3628
Epoch [    7/   50] | d_loss: 0.1256 | g_loss: 0.6897
Epoch [    7/   50] | d_loss: 0.4459 | g_loss: 0.7178
Epoch [    7/   50] | d_loss: 0.1462 | g_loss: 0.6524
Epoch [    7/   50] | d_loss: 0.1657 | g_loss: 0.5622
Epoch [    7/   50] | d_loss: 0.2399 | g_loss: 0.3835
Epoch [    7/   50] | d_loss: 0.1915 | g_loss: 0.3276
Epoch [    7/   50] | d_loss: 0.2064 | g_loss: 0.7669
Epoch [    7/   50] | d_loss: 0.2776 | g_loss: 0.8618
Epoch [    7/   50] | d_loss: 0.1262 | g_loss: 0.6263
Epoch [    7/   50] | d_loss: 0.1319 | g_loss: 0.7017
Epoch [    7/   50] | d_loss: 0.1183 | g_loss: 0.3469
Epoch [    7/   50] | d_loss: 0.1762 | g_loss: 0.4446
Epoch [    7/   50] | d_loss: 0.2080 | g_loss: 0.6814
Epoch [    7/   50] | d_loss: 0.2262 | g_loss: 0.5935
Epoch [    8/   50] | d_loss: 0.2123 | g_loss: 0.2817
Epoch [    8/   50] | d_loss: 0.1876 | g_loss: 0.5197
Epoch [    8/   50] | d_loss: 0.1549 | g_loss: 0.7625
Epoch [    8/   50] | d_loss: 0.1579 | g_loss: 0.3256
Epoch [    8/   50] | d_loss: 0.1786 | g_loss: 0.3557
Epoch [    8/   50] | d_loss: 0.1924 | g_loss: 0.6004
Epoch [    8/   50] | d_loss: 0.0823 | g_loss: 0.7172
Epoch [    8/   50] | d_loss: 0.3194 | g_loss: 0.3378
Epoch [    8/   50] | d_loss: 0.1589 | g_loss: 0.5726
Epoch [    8/   50] | d_loss: 0.2213 | g_loss: 0.5831
Epoch [    8/   50] | d_loss: 0.1464 | g_loss: 0.5996
Epoch [    8/   50] | d_loss: 0.1492 | g_loss: 0.7396
Epoch [    8/   50] | d_loss: 0.1777 | g_loss: 0.4085
Epoch [    8/   50] | d_loss: 0.1730 | g_loss: 0.4802
Epoch [    8/   50] | d_loss: 0.1831 | g_loss: 0.5608
Epoch [    8/   50] | d_loss: 0.1643 | g_loss: 0.5832
Epoch [    8/   50] | d_loss: 0.1929 | g_loss: 0.6292
Epoch [    8/   50] | d_loss: 0.1998 | g_loss: 0.3841
Epoch [    8/   50] | d_loss: 0.1404 | g_loss: 0.4333
Epoch [    8/   50] | d_loss: 0.1642 | g_loss: 0.6123
Epoch [    8/   50] | d_loss: 0.1939 | g_loss: 0.3524
Epoch [    8/   50] | d_loss: 0.1595 | g_loss: 0.4344
Epoch [    8/   50] | d_loss: 0.1786 | g_loss: 0.5565
Epoch [    8/   50] | d_loss: 0.1104 | g_loss: 0.8547
Epoch [    8/   50] | d_loss: 0.2843 | g_loss: 0.6570
Epoch [    8/   50] | d_loss: 0.1586 | g_loss: 0.3703
Epoch [    8/   50] | d_loss: 0.1255 | g_loss: 0.6136
Epoch [    8/   50] | d_loss: 0.1622 | g_loss: 0.5332
Epoch [    8/   50] | d_loss: 0.1766 | g_loss: 0.5339
Epoch [    9/   50] | d_loss: 0.1271 | g_loss: 0.4551
Epoch [    9/   50] | d_loss: 0.1494 | g_loss: 0.7369
Epoch [    9/   50] | d_loss: 0.1986 | g_loss: 0.2348
Epoch [    9/   50] | d_loss: 0.1253 | g_loss: 0.7079
Epoch [    9/   50] | d_loss: 0.1849 | g_loss: 0.5900
Epoch [    9/   50] | d_loss: 0.1336 | g_loss: 0.5735
Epoch [    9/   50] | d_loss: 0.1688 | g_loss: 0.5483
Epoch [    9/   50] | d_loss: 0.1533 | g_loss: 0.4559
Epoch [    9/   50] | d_loss: 0.1314 | g_loss: 0.5683
Epoch [    9/   50] | d_loss: 0.1357 | g_loss: 0.5353
Epoch [    9/   50] | d_loss: 0.3797 | g_loss: 0.1876
Epoch [    9/   50] | d_loss: 0.1949 | g_loss: 0.6341
Epoch [    9/   50] | d_loss: 0.2021 | g_loss: 0.5904
Epoch [    9/   50] | d_loss: 0.1160 | g_loss: 0.6150
Epoch [    9/   50] | d_loss: 0.1459 | g_loss: 0.6690
Epoch [    9/   50] | d_loss: 0.1073 | g_loss: 0.6298
Epoch [    9/   50] | d_loss: 0.1385 | g_loss: 0.3879
Epoch [    9/   50] | d_loss: 0.1242 | g_loss: 0.4761
Epoch [    9/   50] | d_loss: 0.1530 | g_loss: 0.5750
Epoch [    9/   50] | d_loss: 0.2123 | g_loss: 0.6419
Epoch [    9/   50] | d_loss: 0.3584 | g_loss: 0.2717
Epoch [    9/   50] | d_loss: 0.1238 | g_loss: 0.4841
Epoch [    9/   50] | d_loss: 0.1312 | g_loss: 0.6391
Epoch [    9/   50] | d_loss: 0.1345 | g_loss: 0.5126
Epoch [    9/   50] | d_loss: 0.1326 | g_loss: 0.4030
Epoch [    9/   50] | d_loss: 0.1309 | g_loss: 0.5938
Epoch [    9/   50] | d_loss: 0.1703 | g_loss: 0.7322
Epoch [    9/   50] | d_loss: 0.2131 | g_loss: 0.5136
Epoch [    9/   50] | d_loss: 0.1744 | g_loss: 0.4198
Epoch [   10/   50] | d_loss: 0.2641 | g_loss: 0.8086
Epoch [   10/   50] | d_loss: 0.1796 | g_loss: 0.3146
Epoch [   10/   50] | d_loss: 0.2482 | g_loss: 0.4760
Epoch [   10/   50] | d_loss: 0.1924 | g_loss: 0.5769
Epoch [   10/   50] | d_loss: 0.2479 | g_loss: 0.5548
Epoch [   10/   50] | d_loss: 0.1879 | g_loss: 0.4836
Epoch [   10/   50] | d_loss: 0.1791 | g_loss: 0.3585
Epoch [   10/   50] | d_loss: 0.1830 | g_loss: 0.4117
Epoch [   10/   50] | d_loss: 0.3986 | g_loss: 0.1733
Epoch [   10/   50] | d_loss: 0.1004 | g_loss: 0.4449
Epoch [   10/   50] | d_loss: 0.1874 | g_loss: 1.2834
Epoch [   10/   50] | d_loss: 0.1052 | g_loss: 0.5140
Epoch [   10/   50] | d_loss: 0.1204 | g_loss: 0.5349
Epoch [   10/   50] | d_loss: 0.1081 | g_loss: 0.5641
Epoch [   10/   50] | d_loss: 0.0970 | g_loss: 0.5669
Epoch [   10/   50] | d_loss: 0.1463 | g_loss: 0.4396
Epoch [   10/   50] | d_loss: 0.1655 | g_loss: 0.1813
Epoch [   10/   50] | d_loss: 0.1543 | g_loss: 0.5235
Epoch [   10/   50] | d_loss: 0.2221 | g_loss: 0.4412
Epoch [   10/   50] | d_loss: 0.2138 | g_loss: 0.8359
Epoch [   10/   50] | d_loss: 0.2071 | g_loss: 0.4087
Epoch [   10/   50] | d_loss: 0.1293 | g_loss: 0.6927
Epoch [   10/   50] | d_loss: 0.1981 | g_loss: 0.4115
Epoch [   10/   50] | d_loss: 0.1083 | g_loss: 0.3613
Epoch [   10/   50] | d_loss: 0.1694 | g_loss: 0.6798
Epoch [   10/   50] | d_loss: 0.1434 | g_loss: 0.4439
Epoch [   10/   50] | d_loss: 0.1314 | g_loss: 0.7013
Epoch [   10/   50] | d_loss: 0.1762 | g_loss: 0.6079
Epoch [   10/   50] | d_loss: 0.1813 | g_loss: 0.3368
Epoch [   11/   50] | d_loss: 0.1621 | g_loss: 0.5756
Epoch [   11/   50] | d_loss: 0.1867 | g_loss: 0.2871
Epoch [   11/   50] | d_loss: 0.1387 | g_loss: 0.6884
Epoch [   11/   50] | d_loss: 0.1082 | g_loss: 0.5214
Epoch [   11/   50] | d_loss: 0.1152 | g_loss: 0.8981
Epoch [   11/   50] | d_loss: 0.1853 | g_loss: 0.5763
Epoch [   11/   50] | d_loss: 0.1971 | g_loss: 0.5122
Epoch [   11/   50] | d_loss: 0.1296 | g_loss: 0.4279
Epoch [   11/   50] | d_loss: 0.2323 | g_loss: 0.8255
Epoch [   11/   50] | d_loss: 0.1975 | g_loss: 0.3960
Epoch [   11/   50] | d_loss: 0.1350 | g_loss: 0.6845
Epoch [   11/   50] | d_loss: 0.1847 | g_loss: 0.4358
Epoch [   11/   50] | d_loss: 0.0795 | g_loss: 0.7838
Epoch [   11/   50] | d_loss: 0.1834 | g_loss: 0.2383
Epoch [   11/   50] | d_loss: 0.1589 | g_loss: 0.9792
Epoch [   11/   50] | d_loss: 0.1780 | g_loss: 0.6681
Epoch [   11/   50] | d_loss: 0.1942 | g_loss: 0.4320
Epoch [   11/   50] | d_loss: 0.0726 | g_loss: 0.7081
Epoch [   11/   50] | d_loss: 0.1756 | g_loss: 0.6166
Epoch [   11/   50] | d_loss: 0.1531 | g_loss: 0.6098
Epoch [   11/   50] | d_loss: 0.1249 | g_loss: 0.5385
Epoch [   11/   50] | d_loss: 0.1396 | g_loss: 0.4825
Epoch [   11/   50] | d_loss: 0.1200 | g_loss: 0.4715
Epoch [   11/   50] | d_loss: 0.3910 | g_loss: 1.3353
Epoch [   11/   50] | d_loss: 0.1689 | g_loss: 0.4104
Epoch [   11/   50] | d_loss: 0.3802 | g_loss: 0.8448
Epoch [   11/   50] | d_loss: 0.1359 | g_loss: 0.7781
Epoch [   11/   50] | d_loss: 0.1226 | g_loss: 0.4648
Epoch [   11/   50] | d_loss: 0.1214 | g_loss: 0.5816
Epoch [   12/   50] | d_loss: 0.1595 | g_loss: 0.4489
Epoch [   12/   50] | d_loss: 0.2285 | g_loss: 0.6243
Epoch [   12/   50] | d_loss: 0.1737 | g_loss: 0.6293
Epoch [   12/   50] | d_loss: 0.0896 | g_loss: 0.5872
Epoch [   12/   50] | d_loss: 0.1184 | g_loss: 0.4872
Epoch [   12/   50] | d_loss: 0.1826 | g_loss: 0.5985
Epoch [   12/   50] | d_loss: 0.0997 | g_loss: 0.6691
Epoch [   12/   50] | d_loss: 0.1563 | g_loss: 0.7487
Epoch [   12/   50] | d_loss: 0.0980 | g_loss: 0.6368
Epoch [   12/   50] | d_loss: 0.1288 | g_loss: 0.4117
Epoch [   12/   50] | d_loss: 0.1466 | g_loss: 0.4390
Epoch [   12/   50] | d_loss: 0.1372 | g_loss: 0.5397
Epoch [   12/   50] | d_loss: 0.0850 | g_loss: 0.3478
Epoch [   12/   50] | d_loss: 0.1689 | g_loss: 1.1296
Epoch [   12/   50] | d_loss: 0.1305 | g_loss: 0.4944
Epoch [   12/   50] | d_loss: 0.2631 | g_loss: 0.4098
Epoch [   12/   50] | d_loss: 0.1966 | g_loss: 0.7161
Epoch [   12/   50] | d_loss: 0.1102 | g_loss: 0.6938
Epoch [   12/   50] | d_loss: 0.1324 | g_loss: 0.1648
Epoch [   12/   50] | d_loss: 0.2257 | g_loss: 0.7110
Epoch [   12/   50] | d_loss: 0.1432 | g_loss: 0.4957
Epoch [   12/   50] | d_loss: 0.1806 | g_loss: 0.4634
Epoch [   12/   50] | d_loss: 0.2192 | g_loss: 1.0052
Epoch [   12/   50] | d_loss: 0.2087 | g_loss: 0.5755
Epoch [   12/   50] | d_loss: 0.1788 | g_loss: 0.5653
Epoch [   12/   50] | d_loss: 0.0975 | g_loss: 0.5287
Epoch [   12/   50] | d_loss: 0.1298 | g_loss: 0.5770
Epoch [   12/   50] | d_loss: 0.1477 | g_loss: 0.6845
Epoch [   12/   50] | d_loss: 0.1228 | g_loss: 0.5137
Epoch [   13/   50] | d_loss: 0.1555 | g_loss: 0.3377
Epoch [   13/   50] | d_loss: 0.0890 | g_loss: 0.6911
Epoch [   13/   50] | d_loss: 0.1397 | g_loss: 0.5011
Epoch [   13/   50] | d_loss: 0.2562 | g_loss: 0.5918
Epoch [   13/   50] | d_loss: 0.1781 | g_loss: 0.6491
Epoch [   13/   50] | d_loss: 0.0964 | g_loss: 0.6413
Epoch [   13/   50] | d_loss: 0.1816 | g_loss: 0.3565
Epoch [   13/   50] | d_loss: 0.1597 | g_loss: 0.6020
Epoch [   13/   50] | d_loss: 0.1030 | g_loss: 0.6901
Epoch [   13/   50] | d_loss: 0.1386 | g_loss: 0.4393
Epoch [   13/   50] | d_loss: 0.1111 | g_loss: 0.5055
Epoch [   13/   50] | d_loss: 0.1369 | g_loss: 0.7127
Epoch [   13/   50] | d_loss: 0.0875 | g_loss: 0.5871
Epoch [   13/   50] | d_loss: 0.1569 | g_loss: 1.0178
Epoch [   13/   50] | d_loss: 0.3656 | g_loss: 0.2998
Epoch [   13/   50] | d_loss: 0.1175 | g_loss: 0.5162
Epoch [   13/   50] | d_loss: 0.1474 | g_loss: 0.4805
Epoch [   13/   50] | d_loss: 0.1173 | g_loss: 0.4931
Epoch [   13/   50] | d_loss: 0.1434 | g_loss: 0.5311
Epoch [   13/   50] | d_loss: 0.0570 | g_loss: 0.6637
Epoch [   13/   50] | d_loss: 0.1634 | g_loss: 0.3307
Epoch [   13/   50] | d_loss: 0.1491 | g_loss: 0.2607
Epoch [   13/   50] | d_loss: 0.1720 | g_loss: 1.0040
Epoch [   13/   50] | d_loss: 0.1305 | g_loss: 0.7527
Epoch [   13/   50] | d_loss: 0.1396 | g_loss: 0.6253
Epoch [   13/   50] | d_loss: 0.1600 | g_loss: 0.5698
Epoch [   13/   50] | d_loss: 0.1738 | g_loss: 0.6236
Epoch [   13/   50] | d_loss: 0.0640 | g_loss: 0.8540
Epoch [   13/   50] | d_loss: 0.1308 | g_loss: 0.5222
Epoch [   14/   50] | d_loss: 0.1613 | g_loss: 0.3434
Epoch [   14/   50] | d_loss: 0.2016 | g_loss: 0.2962
Epoch [   14/   50] | d_loss: 0.1096 | g_loss: 0.6054
Epoch [   14/   50] | d_loss: 0.0560 | g_loss: 0.7406
Epoch [   14/   50] | d_loss: 0.0766 | g_loss: 0.7659
Epoch [   14/   50] | d_loss: 0.1626 | g_loss: 0.5244
Epoch [   14/   50] | d_loss: 0.1804 | g_loss: 0.5786
Epoch [   14/   50] | d_loss: 0.1260 | g_loss: 0.5267
Epoch [   14/   50] | d_loss: 0.1215 | g_loss: 0.8643
Epoch [   14/   50] | d_loss: 0.1043 | g_loss: 0.3173
Epoch [   14/   50] | d_loss: 0.1420 | g_loss: 0.6180
Epoch [   14/   50] | d_loss: 0.1600 | g_loss: 0.8465
Epoch [   14/   50] | d_loss: 0.1426 | g_loss: 0.6800
Epoch [   14/   50] | d_loss: 0.1531 | g_loss: 0.5910
Epoch [   14/   50] | d_loss: 0.1519 | g_loss: 0.6776
Epoch [   14/   50] | d_loss: 0.2166 | g_loss: 0.7917
Epoch [   14/   50] | d_loss: 0.1155 | g_loss: 0.6861
Epoch [   14/   50] | d_loss: 0.1997 | g_loss: 0.3839
Epoch [   14/   50] | d_loss: 0.0958 | g_loss: 0.3986
Epoch [   14/   50] | d_loss: 0.1277 | g_loss: 0.6022
Epoch [   14/   50] | d_loss: 0.1262 | g_loss: 0.5620
Epoch [   14/   50] | d_loss: 0.1465 | g_loss: 0.8490
Epoch [   14/   50] | d_loss: 0.1359 | g_loss: 0.6817
Epoch [   14/   50] | d_loss: 0.0808 | g_loss: 0.5587
Epoch [   14/   50] | d_loss: 0.1509 | g_loss: 0.5280
Epoch [   14/   50] | d_loss: 0.1103 | g_loss: 0.5160
Epoch [   14/   50] | d_loss: 0.1945 | g_loss: 0.8647
Epoch [   14/   50] | d_loss: 0.1276 | g_loss: 0.4704
Epoch [   14/   50] | d_loss: 0.1789 | g_loss: 0.5399
Epoch [   15/   50] | d_loss: 0.1250 | g_loss: 0.5532
Epoch [   15/   50] | d_loss: 0.1040 | g_loss: 0.5559
Epoch [   15/   50] | d_loss: 0.1171 | g_loss: 0.8137
Epoch [   15/   50] | d_loss: 0.0711 | g_loss: 0.4636
Epoch [   15/   50] | d_loss: 0.1278 | g_loss: 0.6803
Epoch [   15/   50] | d_loss: 0.1109 | g_loss: 0.6901
Epoch [   15/   50] | d_loss: 0.1621 | g_loss: 0.6163
Epoch [   15/   50] | d_loss: 0.1060 | g_loss: 0.5240
Epoch [   15/   50] | d_loss: 0.1282 | g_loss: 0.4924
Epoch [   15/   50] | d_loss: 0.2193 | g_loss: 0.5519
Epoch [   15/   50] | d_loss: 0.1118 | g_loss: 0.4917
Epoch [   15/   50] | d_loss: 0.3533 | g_loss: 0.8477
Epoch [   15/   50] | d_loss: 0.1004 | g_loss: 0.4414
Epoch [   15/   50] | d_loss: 0.0936 | g_loss: 0.7125
Epoch [   15/   50] | d_loss: 0.2791 | g_loss: 0.8080
Epoch [   15/   50] | d_loss: 0.3864 | g_loss: 0.2442
Epoch [   15/   50] | d_loss: 0.1037 | g_loss: 0.7553
Epoch [   15/   50] | d_loss: 0.1359 | g_loss: 0.4211
Epoch [   15/   50] | d_loss: 0.1045 | g_loss: 0.4514
Epoch [   15/   50] | d_loss: 0.0924 | g_loss: 0.6497
Epoch [   15/   50] | d_loss: 0.0808 | g_loss: 0.6012
Epoch [   15/   50] | d_loss: 0.0745 | g_loss: 0.7675
Epoch [   15/   50] | d_loss: 0.2930 | g_loss: 0.4081
Epoch [   15/   50] | d_loss: 0.1079 | g_loss: 0.6710
Epoch [   15/   50] | d_loss: 0.0993 | g_loss: 0.7755
Epoch [   15/   50] | d_loss: 0.1533 | g_loss: 0.3743
Epoch [   15/   50] | d_loss: 0.0762 | g_loss: 0.7487
Epoch [   15/   50] | d_loss: 0.1301 | g_loss: 0.5052
Epoch [   15/   50] | d_loss: 0.1892 | g_loss: 0.4953
Epoch [   16/   50] | d_loss: 0.0894 | g_loss: 0.7619
Epoch [   16/   50] | d_loss: 0.0913 | g_loss: 0.6453
Epoch [   16/   50] | d_loss: 0.0935 | g_loss: 0.4744
Epoch [   16/   50] | d_loss: 0.1217 | g_loss: 0.5338
Epoch [   16/   50] | d_loss: 0.1901 | g_loss: 0.3315
Epoch [   16/   50] | d_loss: 0.1636 | g_loss: 0.7926
Epoch [   16/   50] | d_loss: 0.1279 | g_loss: 0.4232
Epoch [   16/   50] | d_loss: 0.1635 | g_loss: 0.4552
Epoch [   16/   50] | d_loss: 0.0924 | g_loss: 0.7592
Epoch [   16/   50] | d_loss: 0.0835 | g_loss: 0.4908
Epoch [   16/   50] | d_loss: 0.0642 | g_loss: 0.7521
Epoch [   16/   50] | d_loss: 0.1770 | g_loss: 0.3482
Epoch [   16/   50] | d_loss: 0.1983 | g_loss: 0.4984
Epoch [   16/   50] | d_loss: 0.1633 | g_loss: 0.7983
Epoch [   16/   50] | d_loss: 0.1499 | g_loss: 0.8330
Epoch [   16/   50] | d_loss: 0.3821 | g_loss: 0.1881
Epoch [   16/   50] | d_loss: 0.1763 | g_loss: 0.3290
Epoch [   16/   50] | d_loss: 0.0996 | g_loss: 0.5703
Epoch [   16/   50] | d_loss: 0.2504 | g_loss: 0.3205
Epoch [   16/   50] | d_loss: 0.2143 | g_loss: 0.5918
Epoch [   16/   50] | d_loss: 0.0948 | g_loss: 0.7978
Epoch [   16/   50] | d_loss: 0.0800 | g_loss: 0.4067
Epoch [   16/   50] | d_loss: 0.0725 | g_loss: 0.6112
Epoch [   16/   50] | d_loss: 0.1118 | g_loss: 0.6580
Epoch [   16/   50] | d_loss: 0.1503 | g_loss: 0.8498
Epoch [   16/   50] | d_loss: 0.2303 | g_loss: 0.5126
Epoch [   16/   50] | d_loss: 0.0723 | g_loss: 0.5189
Epoch [   16/   50] | d_loss: 0.1155 | g_loss: 0.9240
Epoch [   16/   50] | d_loss: 0.0996 | g_loss: 0.6037
Epoch [   17/   50] | d_loss: 0.3952 | g_loss: 0.7936
Epoch [   17/   50] | d_loss: 0.0948 | g_loss: 0.8306
Epoch [   17/   50] | d_loss: 0.0750 | g_loss: 0.7193
Epoch [   17/   50] | d_loss: 0.1246 | g_loss: 0.7179
Epoch [   17/   50] | d_loss: 0.1162 | g_loss: 0.7608
Epoch [   17/   50] | d_loss: 0.1170 | g_loss: 0.8208
Epoch [   17/   50] | d_loss: 0.1695 | g_loss: 0.8957
Epoch [   17/   50] | d_loss: 0.0893 | g_loss: 0.6050
Epoch [   17/   50] | d_loss: 0.0816 | g_loss: 0.9674
Epoch [   17/   50] | d_loss: 0.1753 | g_loss: 0.3363
Epoch [   17/   50] | d_loss: 0.1316 | g_loss: 0.4341
Epoch [   17/   50] | d_loss: 0.0775 | g_loss: 0.9193
Epoch [   17/   50] | d_loss: 0.0960 | g_loss: 0.8036
Epoch [   17/   50] | d_loss: 0.1212 | g_loss: 0.6406
Epoch [   17/   50] | d_loss: 0.1180 | g_loss: 0.4231
Epoch [   17/   50] | d_loss: 0.1160 | g_loss: 0.6780
Epoch [   17/   50] | d_loss: 0.0772 | g_loss: 0.7624
Epoch [   17/   50] | d_loss: 0.1180 | g_loss: 0.5717
Epoch [   17/   50] | d_loss: 0.1452 | g_loss: 0.5103
Epoch [   17/   50] | d_loss: 0.1153 | g_loss: 1.0263
Epoch [   17/   50] | d_loss: 0.1990 | g_loss: 0.3942
Epoch [   17/   50] | d_loss: 0.1440 | g_loss: 0.5585
Epoch [   17/   50] | d_loss: 0.1084 | g_loss: 0.5150
Epoch [   17/   50] | d_loss: 0.1587 | g_loss: 0.4834
Epoch [   17/   50] | d_loss: 0.0455 | g_loss: 0.6935
Epoch [   17/   50] | d_loss: 0.2096 | g_loss: 0.7457
Epoch [   17/   50] | d_loss: 0.1009 | g_loss: 0.5703
Epoch [   17/   50] | d_loss: 0.0465 | g_loss: 0.7357
Epoch [   17/   50] | d_loss: 0.2265 | g_loss: 0.5339
Epoch [   18/   50] | d_loss: 0.2182 | g_loss: 0.4071
Epoch [   18/   50] | d_loss: 0.1070 | g_loss: 0.6917
Epoch [   18/   50] | d_loss: 0.1252 | g_loss: 0.5286
Epoch [   18/   50] | d_loss: 0.0848 | g_loss: 0.7254
Epoch [   18/   50] | d_loss: 0.1768 | g_loss: 0.4075
Epoch [   18/   50] | d_loss: 0.1225 | g_loss: 0.3763
Epoch [   18/   50] | d_loss: 0.0897 | g_loss: 0.8116
Epoch [   18/   50] | d_loss: 0.0855 | g_loss: 0.4920
Epoch [   18/   50] | d_loss: 0.0780 | g_loss: 0.6637
Epoch [   18/   50] | d_loss: 0.0885 | g_loss: 1.0830
Epoch [   18/   50] | d_loss: 0.1205 | g_loss: 0.8360
Epoch [   18/   50] | d_loss: 0.1506 | g_loss: 1.0014
Epoch [   18/   50] | d_loss: 0.1369 | g_loss: 0.6976
Epoch [   18/   50] | d_loss: 0.1138 | g_loss: 0.3486
Epoch [   18/   50] | d_loss: 0.0922 | g_loss: 0.6751
Epoch [   18/   50] | d_loss: 0.1442 | g_loss: 0.7577
Epoch [   18/   50] | d_loss: 0.1380 | g_loss: 0.6379
Epoch [   18/   50] | d_loss: 0.1091 | g_loss: 0.8757
Epoch [   18/   50] | d_loss: 0.0807 | g_loss: 0.9435
Epoch [   18/   50] | d_loss: 0.0988 | g_loss: 0.7817
Epoch [   18/   50] | d_loss: 0.1497 | g_loss: 0.4662
Epoch [   18/   50] | d_loss: 0.1009 | g_loss: 0.7107
Epoch [   18/   50] | d_loss: 0.1867 | g_loss: 0.3991
Epoch [   18/   50] | d_loss: 0.1291 | g_loss: 0.7157
Epoch [   18/   50] | d_loss: 0.0875 | g_loss: 0.3997
Epoch [   18/   50] | d_loss: 0.1112 | g_loss: 0.6250
Epoch [   18/   50] | d_loss: 0.1574 | g_loss: 0.5764
Epoch [   18/   50] | d_loss: 0.1227 | g_loss: 0.6659
Epoch [   18/   50] | d_loss: 0.2811 | g_loss: 1.2262
Epoch [   19/   50] | d_loss: 0.2464 | g_loss: 1.4031
Epoch [   19/   50] | d_loss: 0.0944 | g_loss: 0.4813
Epoch [   19/   50] | d_loss: 0.2157 | g_loss: 0.2486
Epoch [   19/   50] | d_loss: 0.1105 | g_loss: 0.5909
Epoch [   19/   50] | d_loss: 0.1023 | g_loss: 0.4739
Epoch [   19/   50] | d_loss: 0.1079 | g_loss: 0.5435
Epoch [   19/   50] | d_loss: 0.1017 | g_loss: 0.5139
Epoch [   19/   50] | d_loss: 0.1094 | g_loss: 1.4111
Epoch [   19/   50] | d_loss: 0.2082 | g_loss: 1.2137
Epoch [   19/   50] | d_loss: 0.1590 | g_loss: 0.6036
Epoch [   19/   50] | d_loss: 0.0729 | g_loss: 0.7767
Epoch [   19/   50] | d_loss: 0.1272 | g_loss: 0.5523
Epoch [   19/   50] | d_loss: 0.1537 | g_loss: 0.4780
Epoch [   19/   50] | d_loss: 0.1254 | g_loss: 0.5278
Epoch [   19/   50] | d_loss: 0.1440 | g_loss: 0.4097
Epoch [   19/   50] | d_loss: 0.1904 | g_loss: 0.4892
Epoch [   19/   50] | d_loss: 0.0958 | g_loss: 0.8257
Epoch [   19/   50] | d_loss: 0.1122 | g_loss: 0.7062
Epoch [   19/   50] | d_loss: 0.1481 | g_loss: 0.2475
Epoch [   19/   50] | d_loss: 0.1076 | g_loss: 0.6352
Epoch [   19/   50] | d_loss: 0.0681 | g_loss: 0.5155
Epoch [   19/   50] | d_loss: 0.0665 | g_loss: 1.0118
Epoch [   19/   50] | d_loss: 0.0997 | g_loss: 0.6717
Epoch [   19/   50] | d_loss: 0.1000 | g_loss: 0.5813
Epoch [   19/   50] | d_loss: 0.0965 | g_loss: 0.9305
Epoch [   19/   50] | d_loss: 0.1397 | g_loss: 0.5422
Epoch [   19/   50] | d_loss: 0.0861 | g_loss: 0.4930
Epoch [   19/   50] | d_loss: 0.1641 | g_loss: 0.6108
Epoch [   19/   50] | d_loss: 0.1054 | g_loss: 0.5105
Epoch [   20/   50] | d_loss: 0.0964 | g_loss: 0.6982
Epoch [   20/   50] | d_loss: 0.0993 | g_loss: 0.4495
Epoch [   20/   50] | d_loss: 0.1810 | g_loss: 0.4170
Epoch [   20/   50] | d_loss: 0.1133 | g_loss: 0.6604
Epoch [   20/   50] | d_loss: 0.1213 | g_loss: 0.4850
Epoch [   20/   50] | d_loss: 0.1386 | g_loss: 0.5150
Epoch [   20/   50] | d_loss: 0.0759 | g_loss: 0.9289
Epoch [   20/   50] | d_loss: 0.1332 | g_loss: 0.5433
Epoch [   20/   50] | d_loss: 0.0811 | g_loss: 0.4582
Epoch [   20/   50] | d_loss: 0.2239 | g_loss: 0.2523
Epoch [   20/   50] | d_loss: 0.1770 | g_loss: 0.9758
Epoch [   20/   50] | d_loss: 0.0849 | g_loss: 0.6234
Epoch [   20/   50] | d_loss: 0.1331 | g_loss: 0.3582
Epoch [   20/   50] | d_loss: 0.1091 | g_loss: 0.4888
Epoch [   20/   50] | d_loss: 0.1484 | g_loss: 0.4704
Epoch [   20/   50] | d_loss: 0.0550 | g_loss: 0.6805
Epoch [   20/   50] | d_loss: 0.2102 | g_loss: 0.4837
Epoch [   20/   50] | d_loss: 0.0723 | g_loss: 0.6390
Epoch [   20/   50] | d_loss: 0.0661 | g_loss: 0.5213
Epoch [   20/   50] | d_loss: 0.2538 | g_loss: 0.4165
Epoch [   20/   50] | d_loss: 0.0737 | g_loss: 0.6093
Epoch [   20/   50] | d_loss: 0.1318 | g_loss: 0.5682
Epoch [   20/   50] | d_loss: 0.0997 | g_loss: 0.5976
Epoch [   20/   50] | d_loss: 0.1258 | g_loss: 0.5648
Epoch [   20/   50] | d_loss: 0.0596 | g_loss: 0.6814
Epoch [   20/   50] | d_loss: 0.0539 | g_loss: 0.7217
Epoch [   20/   50] | d_loss: 0.1455 | g_loss: 0.4298
Epoch [   20/   50] | d_loss: 0.2392 | g_loss: 1.0669
Epoch [   20/   50] | d_loss: 0.1264 | g_loss: 0.3255
Epoch [   21/   50] | d_loss: 0.3190 | g_loss: 0.2779
Epoch [   21/   50] | d_loss: 0.0895 | g_loss: 0.5221
Epoch [   21/   50] | d_loss: 0.1291 | g_loss: 0.7421
Epoch [   21/   50] | d_loss: 0.1099 | g_loss: 0.7854
Epoch [   21/   50] | d_loss: 0.2897 | g_loss: 0.3055
Epoch [   21/   50] | d_loss: 0.0456 | g_loss: 0.9731
Epoch [   21/   50] | d_loss: 0.1710 | g_loss: 0.5577
Epoch [   21/   50] | d_loss: 0.0691 | g_loss: 0.6908
Epoch [   21/   50] | d_loss: 0.0789 | g_loss: 0.4249
Epoch [   21/   50] | d_loss: 0.0685 | g_loss: 0.5468
Epoch [   21/   50] | d_loss: 0.1006 | g_loss: 0.5348
Epoch [   21/   50] | d_loss: 0.0615 | g_loss: 1.2626
Epoch [   21/   50] | d_loss: 0.1367 | g_loss: 0.5402
Epoch [   21/   50] | d_loss: 0.2087 | g_loss: 0.7579
Epoch [   21/   50] | d_loss: 0.2620 | g_loss: 1.2340
Epoch [   21/   50] | d_loss: 0.0859 | g_loss: 0.9453
Epoch [   21/   50] | d_loss: 0.0670 | g_loss: 0.6271
Epoch [   21/   50] | d_loss: 0.0718 | g_loss: 1.0392
Epoch [   21/   50] | d_loss: 0.0804 | g_loss: 0.4317
Epoch [   21/   50] | d_loss: 0.1761 | g_loss: 0.8941
Epoch [   21/   50] | d_loss: 0.1627 | g_loss: 0.5216
Epoch [   21/   50] | d_loss: 0.1079 | g_loss: 0.7262
Epoch [   21/   50] | d_loss: 0.1986 | g_loss: 0.3416
Epoch [   21/   50] | d_loss: 0.1146 | g_loss: 0.5889
Epoch [   21/   50] | d_loss: 0.1241 | g_loss: 0.5105
Epoch [   21/   50] | d_loss: 0.0738 | g_loss: 0.7821
Epoch [   21/   50] | d_loss: 0.0932 | g_loss: 0.9095
Epoch [   21/   50] | d_loss: 0.1061 | g_loss: 0.6336
Epoch [   21/   50] | d_loss: 0.1144 | g_loss: 0.5883
Epoch [   22/   50] | d_loss: 0.1347 | g_loss: 0.6296
Epoch [   22/   50] | d_loss: 0.0593 | g_loss: 0.4333
Epoch [   22/   50] | d_loss: 0.0939 | g_loss: 0.6115
Epoch [   22/   50] | d_loss: 0.0728 | g_loss: 1.0182
Epoch [   22/   50] | d_loss: 0.1280 | g_loss: 0.6031
Epoch [   22/   50] | d_loss: 0.1030 | g_loss: 0.5202
Epoch [   22/   50] | d_loss: 0.0794 | g_loss: 0.7446
Epoch [   22/   50] | d_loss: 0.1441 | g_loss: 0.4456
Epoch [   22/   50] | d_loss: 0.0818 | g_loss: 0.8766
Epoch [   22/   50] | d_loss: 0.1251 | g_loss: 0.5491
Epoch [   22/   50] | d_loss: 0.0617 | g_loss: 0.7842
Epoch [   22/   50] | d_loss: 0.0855 | g_loss: 0.5128
Epoch [   22/   50] | d_loss: 0.1067 | g_loss: 0.4973
Epoch [   22/   50] | d_loss: 0.0571 | g_loss: 0.7528
Epoch [   22/   50] | d_loss: 0.1367 | g_loss: 0.4282
Epoch [   22/   50] | d_loss: 0.0826 | g_loss: 0.7252
Epoch [   22/   50] | d_loss: 0.0780 | g_loss: 0.9171
Epoch [   22/   50] | d_loss: 0.1225 | g_loss: 0.8596
Epoch [   22/   50] | d_loss: 0.1298 | g_loss: 0.7702
Epoch [   22/   50] | d_loss: 0.0836 | g_loss: 0.6560
Epoch [   22/   50] | d_loss: 0.0861 | g_loss: 0.5931
Epoch [   22/   50] | d_loss: 0.1024 | g_loss: 0.6585
Epoch [   22/   50] | d_loss: 0.1318 | g_loss: 0.3367
Epoch [   22/   50] | d_loss: 0.1980 | g_loss: 0.6502
Epoch [   22/   50] | d_loss: 0.0961 | g_loss: 0.8635
Epoch [   22/   50] | d_loss: 0.2054 | g_loss: 0.6281
Epoch [   22/   50] | d_loss: 0.0553 | g_loss: 0.4812
Epoch [   22/   50] | d_loss: 0.1407 | g_loss: 0.4440
Epoch [   22/   50] | d_loss: 0.1320 | g_loss: 0.4945
Epoch [   23/   50] | d_loss: 0.6360 | g_loss: 1.1452
Epoch [   23/   50] | d_loss: 0.0813 | g_loss: 0.6029
Epoch [   23/   50] | d_loss: 0.0906 | g_loss: 0.6875
Epoch [   23/   50] | d_loss: 0.1148 | g_loss: 0.3841
Epoch [   23/   50] | d_loss: 0.2137 | g_loss: 0.5586
Epoch [   23/   50] | d_loss: 0.0625 | g_loss: 0.8357
Epoch [   23/   50] | d_loss: 0.1777 | g_loss: 0.5038
Epoch [   23/   50] | d_loss: 0.0788 | g_loss: 0.5091
Epoch [   23/   50] | d_loss: 0.0725 | g_loss: 0.4086
Epoch [   23/   50] | d_loss: 0.2200 | g_loss: 0.4212
Epoch [   23/   50] | d_loss: 0.1334 | g_loss: 0.4622
Epoch [   23/   50] | d_loss: 0.1080 | g_loss: 0.4840
Epoch [   23/   50] | d_loss: 0.1294 | g_loss: 0.8091
Epoch [   23/   50] | d_loss: 0.0392 | g_loss: 0.9871
Epoch [   23/   50] | d_loss: 0.1785 | g_loss: 0.6853
Epoch [   23/   50] | d_loss: 0.0889 | g_loss: 0.5815
Epoch [   23/   50] | d_loss: 0.0904 | g_loss: 0.6479
Epoch [   23/   50] | d_loss: 0.1473 | g_loss: 0.6888
Epoch [   23/   50] | d_loss: 0.0981 | g_loss: 0.4285
Epoch [   23/   50] | d_loss: 0.1162 | g_loss: 0.3787
Epoch [   23/   50] | d_loss: 0.0750 | g_loss: 0.6421
Epoch [   23/   50] | d_loss: 0.0758 | g_loss: 0.8638
Epoch [   23/   50] | d_loss: 0.1164 | g_loss: 0.8005
Epoch [   23/   50] | d_loss: 0.1192 | g_loss: 0.7987
Epoch [   23/   50] | d_loss: 0.1240 | g_loss: 0.4858
Epoch [   23/   50] | d_loss: 0.0865 | g_loss: 0.7979
Epoch [   23/   50] | d_loss: 0.1307 | g_loss: 0.4451
Epoch [   23/   50] | d_loss: 0.1011 | g_loss: 0.9419
Epoch [   23/   50] | d_loss: 0.0887 | g_loss: 0.4722
Epoch [   24/   50] | d_loss: 0.1272 | g_loss: 0.5712
Epoch [   24/   50] | d_loss: 0.3094 | g_loss: 1.0434
Epoch [   24/   50] | d_loss: 0.0705 | g_loss: 0.6901
Epoch [   24/   50] | d_loss: 0.0494 | g_loss: 0.9122
Epoch [   24/   50] | d_loss: 0.1531 | g_loss: 0.9313
Epoch [   24/   50] | d_loss: 0.1202 | g_loss: 0.5791
Epoch [   24/   50] | d_loss: 0.0572 | g_loss: 0.8875
Epoch [   24/   50] | d_loss: 0.0906 | g_loss: 0.5281
Epoch [   24/   50] | d_loss: 0.2658 | g_loss: 0.4007
Epoch [   24/   50] | d_loss: 0.1141 | g_loss: 0.4441
Epoch [   24/   50] | d_loss: 0.0960 | g_loss: 0.5600
Epoch [   24/   50] | d_loss: 0.0734 | g_loss: 0.6614
Epoch [   24/   50] | d_loss: 0.1217 | g_loss: 0.5040
Epoch [   24/   50] | d_loss: 0.0957 | g_loss: 0.5411
Epoch [   24/   50] | d_loss: 0.1077 | g_loss: 0.7462
Epoch [   24/   50] | d_loss: 0.1782 | g_loss: 1.0174
Epoch [   24/   50] | d_loss: 0.0957 | g_loss: 0.5866
Epoch [   24/   50] | d_loss: 0.0956 | g_loss: 0.4470
Epoch [   24/   50] | d_loss: 0.2204 | g_loss: 0.5028
Epoch [   24/   50] | d_loss: 0.0810 | g_loss: 0.5741
Epoch [   24/   50] | d_loss: 0.0752 | g_loss: 0.8058
Epoch [   24/   50] | d_loss: 0.0943 | g_loss: 0.7211
Epoch [   24/   50] | d_loss: 0.0784 | g_loss: 0.8233
Epoch [   24/   50] | d_loss: 0.0724 | g_loss: 0.6625
Epoch [   24/   50] | d_loss: 0.0857 | g_loss: 0.5035
Epoch [   24/   50] | d_loss: 0.0980 | g_loss: 0.5501
Epoch [   24/   50] | d_loss: 0.0699 | g_loss: 0.6520
Epoch [   24/   50] | d_loss: 0.1296 | g_loss: 1.0388
Epoch [   24/   50] | d_loss: 0.0959 | g_loss: 0.6499
Epoch [   25/   50] | d_loss: 0.4080 | g_loss: 1.2493
Epoch [   25/   50] | d_loss: 0.0804 | g_loss: 0.5184
Epoch [   25/   50] | d_loss: 0.0965 | g_loss: 0.5235
Epoch [   25/   50] | d_loss: 0.0825 | g_loss: 0.8943
Epoch [   25/   50] | d_loss: 0.0749 | g_loss: 0.9564
Epoch [   25/   50] | d_loss: 0.1364 | g_loss: 0.5333
Epoch [   25/   50] | d_loss: 0.0570 | g_loss: 0.7223
Epoch [   25/   50] | d_loss: 0.1181 | g_loss: 0.4966
Epoch [   25/   50] | d_loss: 0.1550 | g_loss: 0.6956
Epoch [   25/   50] | d_loss: 0.0784 | g_loss: 0.4041
Epoch [   25/   50] | d_loss: 0.1634 | g_loss: 0.4336
Epoch [   25/   50] | d_loss: 0.1082 | g_loss: 0.4290
Epoch [   25/   50] | d_loss: 0.0540 | g_loss: 0.8456
Epoch [   25/   50] | d_loss: 0.0867 | g_loss: 0.5782
Epoch [   25/   50] | d_loss: 0.0942 | g_loss: 0.9498
Epoch [   25/   50] | d_loss: 0.1082 | g_loss: 0.4531
Epoch [   25/   50] | d_loss: 0.0901 | g_loss: 0.4189
Epoch [   25/   50] | d_loss: 0.0820 | g_loss: 0.6585
Epoch [   25/   50] | d_loss: 0.0983 | g_loss: 0.6647
Epoch [   25/   50] | d_loss: 0.0939 | g_loss: 0.6142
Epoch [   25/   50] | d_loss: 0.0588 | g_loss: 0.6146
Epoch [   25/   50] | d_loss: 0.1132 | g_loss: 0.5688
Epoch [   25/   50] | d_loss: 0.0954 | g_loss: 0.5797
Epoch [   25/   50] | d_loss: 0.1680 | g_loss: 0.5394
Epoch [   25/   50] | d_loss: 0.0773 | g_loss: 0.6735
Epoch [   25/   50] | d_loss: 0.1434 | g_loss: 0.6168
Epoch [   25/   50] | d_loss: 0.0857 | g_loss: 0.6290
Epoch [   25/   50] | d_loss: 0.0639 | g_loss: 0.5054
Epoch [   25/   50] | d_loss: 0.0821 | g_loss: 0.5433
Epoch [   26/   50] | d_loss: 0.2886 | g_loss: 1.1350
Epoch [   26/   50] | d_loss: 0.0881 | g_loss: 0.6522
Epoch [   26/   50] | d_loss: 0.1067 | g_loss: 0.4123
Epoch [   26/   50] | d_loss: 0.0692 | g_loss: 0.7238
Epoch [   26/   50] | d_loss: 0.0954 | g_loss: 0.8013
Epoch [   26/   50] | d_loss: 0.1257 | g_loss: 0.3276
Epoch [   26/   50] | d_loss: 0.0582 | g_loss: 0.8679
Epoch [   26/   50] | d_loss: 0.0462 | g_loss: 0.9092
Epoch [   26/   50] | d_loss: 0.1908 | g_loss: 1.1270
Epoch [   26/   50] | d_loss: 0.0698 | g_loss: 0.7120
Epoch [   26/   50] | d_loss: 0.1216 | g_loss: 0.5986
Epoch [   26/   50] | d_loss: 0.1754 | g_loss: 0.5944
Epoch [   26/   50] | d_loss: 0.1414 | g_loss: 0.5507
Epoch [   26/   50] | d_loss: 0.0899 | g_loss: 0.5900
Epoch [   26/   50] | d_loss: 0.1008 | g_loss: 0.5896
Epoch [   26/   50] | d_loss: 0.0593 | g_loss: 0.6134
Epoch [   26/   50] | d_loss: 0.0839 | g_loss: 0.3686
Epoch [   26/   50] | d_loss: 0.1302 | g_loss: 0.4942
Epoch [   26/   50] | d_loss: 0.0955 | g_loss: 0.5182
Epoch [   26/   50] | d_loss: 0.0870 | g_loss: 0.7956
Epoch [   26/   50] | d_loss: 0.0769 | g_loss: 0.4729
Epoch [   26/   50] | d_loss: 0.0697 | g_loss: 0.6501
Epoch [   26/   50] | d_loss: 0.1491 | g_loss: 0.5620
Epoch [   26/   50] | d_loss: 0.0625 | g_loss: 0.5695
Epoch [   26/   50] | d_loss: 0.0906 | g_loss: 0.6925
Epoch [   26/   50] | d_loss: 0.0965 | g_loss: 0.9222
Epoch [   26/   50] | d_loss: 0.1362 | g_loss: 0.3504
Epoch [   26/   50] | d_loss: 0.0655 | g_loss: 0.5908
Epoch [   26/   50] | d_loss: 0.1203 | g_loss: 0.3653
Epoch [   27/   50] | d_loss: 0.4040 | g_loss: 0.8949
Epoch [   27/   50] | d_loss: 0.1596 | g_loss: 0.7716
Epoch [   27/   50] | d_loss: 0.1688 | g_loss: 0.5142
Epoch [   27/   50] | d_loss: 0.1051 | g_loss: 0.4708
Epoch [   27/   50] | d_loss: 0.0658 | g_loss: 0.7848
Epoch [   27/   50] | d_loss: 0.0806 | g_loss: 0.8001
Epoch [   27/   50] | d_loss: 0.0640 | g_loss: 0.6373
Epoch [   27/   50] | d_loss: 0.1119 | g_loss: 0.5369
Epoch [   27/   50] | d_loss: 0.0542 | g_loss: 0.8925
Epoch [   27/   50] | d_loss: 0.0518 | g_loss: 0.6676
Epoch [   27/   50] | d_loss: 0.0843 | g_loss: 0.5478
Epoch [   27/   50] | d_loss: 0.0915 | g_loss: 0.9013
Epoch [   27/   50] | d_loss: 0.0501 | g_loss: 0.7595
Epoch [   27/   50] | d_loss: 0.0835 | g_loss: 0.6281
Epoch [   27/   50] | d_loss: 0.2774 | g_loss: 0.9831
Epoch [   27/   50] | d_loss: 0.0930 | g_loss: 0.5388
Epoch [   27/   50] | d_loss: 0.0953 | g_loss: 0.8193
Epoch [   27/   50] | d_loss: 0.0477 | g_loss: 0.4970
Epoch [   27/   50] | d_loss: 0.1904 | g_loss: 0.7153
Epoch [   27/   50] | d_loss: 0.0587 | g_loss: 0.7402
Epoch [   27/   50] | d_loss: 0.1156 | g_loss: 0.7372
Epoch [   27/   50] | d_loss: 0.0648 | g_loss: 0.6934
Epoch [   27/   50] | d_loss: 0.0854 | g_loss: 0.7743
Epoch [   27/   50] | d_loss: 0.0739 | g_loss: 0.4869
Epoch [   27/   50] | d_loss: 0.0738 | g_loss: 0.7053
Epoch [   27/   50] | d_loss: 0.1004 | g_loss: 0.5294
Epoch [   27/   50] | d_loss: 0.0731 | g_loss: 0.9876
Epoch [   27/   50] | d_loss: 0.0674 | g_loss: 0.8247
Epoch [   27/   50] | d_loss: 0.1137 | g_loss: 0.4515
Epoch [   28/   50] | d_loss: 0.0840 | g_loss: 0.6427
Epoch [   28/   50] | d_loss: 0.0688 | g_loss: 0.4676
Epoch [   28/   50] | d_loss: 0.0791 | g_loss: 0.5029
Epoch [   28/   50] | d_loss: 0.1171 | g_loss: 0.5222
Epoch [   28/   50] | d_loss: 0.1317 | g_loss: 0.5205
Epoch [   28/   50] | d_loss: 0.1931 | g_loss: 0.7027
Epoch [   28/   50] | d_loss: 0.1428 | g_loss: 0.3825
Epoch [   28/   50] | d_loss: 0.1353 | g_loss: 0.6116
Epoch [   28/   50] | d_loss: 0.0951 | g_loss: 1.0506
Epoch [   28/   50] | d_loss: 0.1172 | g_loss: 0.6422
Epoch [   28/   50] | d_loss: 0.0626 | g_loss: 0.7190
Epoch [   28/   50] | d_loss: 0.0587 | g_loss: 0.6961
Epoch [   28/   50] | d_loss: 0.0669 | g_loss: 0.5026
Epoch [   28/   50] | d_loss: 0.0705 | g_loss: 0.6518
Epoch [   28/   50] | d_loss: 0.0971 | g_loss: 1.0194
Epoch [   28/   50] | d_loss: 0.1160 | g_loss: 0.6955
Epoch [   28/   50] | d_loss: 0.1164 | g_loss: 0.6400
Epoch [   28/   50] | d_loss: 0.0906 | g_loss: 0.6580
Epoch [   28/   50] | d_loss: 0.0828 | g_loss: 0.6505
Epoch [   28/   50] | d_loss: 0.1343 | g_loss: 0.6620
Epoch [   28/   50] | d_loss: 0.0654 | g_loss: 0.6372
Epoch [   28/   50] | d_loss: 0.1839 | g_loss: 0.5492
Epoch [   28/   50] | d_loss: 0.1123 | g_loss: 0.6578
Epoch [   28/   50] | d_loss: 0.0935 | g_loss: 0.5323
Epoch [   28/   50] | d_loss: 0.1202 | g_loss: 0.3677
Epoch [   28/   50] | d_loss: 0.0914 | g_loss: 0.5920
Epoch [   28/   50] | d_loss: 0.1580 | g_loss: 0.5085
Epoch [   28/   50] | d_loss: 0.0716 | g_loss: 0.6967
Epoch [   28/   50] | d_loss: 0.0695 | g_loss: 0.5536
Epoch [   29/   50] | d_loss: 0.1737 | g_loss: 0.6639
Epoch [   29/   50] | d_loss: 0.1285 | g_loss: 0.7557
Epoch [   29/   50] | d_loss: 0.0820 | g_loss: 0.6791
Epoch [   29/   50] | d_loss: 0.0528 | g_loss: 1.0178
Epoch [   29/   50] | d_loss: 0.1078 | g_loss: 0.5935
Epoch [   29/   50] | d_loss: 0.0927 | g_loss: 0.4921
Epoch [   29/   50] | d_loss: 0.0706 | g_loss: 0.6199
Epoch [   29/   50] | d_loss: 0.0703 | g_loss: 0.8798
Epoch [   29/   50] | d_loss: 0.1149 | g_loss: 1.0102
Epoch [   29/   50] | d_loss: 0.0964 | g_loss: 0.7010
Epoch [   29/   50] | d_loss: 0.0516 | g_loss: 0.7067
Epoch [   29/   50] | d_loss: 0.0695 | g_loss: 0.7360
Epoch [   29/   50] | d_loss: 0.1269 | g_loss: 0.5260
Epoch [   29/   50] | d_loss: 0.0589 | g_loss: 0.6658
Epoch [   29/   50] | d_loss: 0.0482 | g_loss: 0.7022
Epoch [   29/   50] | d_loss: 0.0916 | g_loss: 0.6620
Epoch [   29/   50] | d_loss: 0.0541 | g_loss: 0.4215
Epoch [   29/   50] | d_loss: 0.1098 | g_loss: 0.6569
Epoch [   29/   50] | d_loss: 0.1175 | g_loss: 0.6063
Epoch [   29/   50] | d_loss: 0.1467 | g_loss: 0.5815
Epoch [   29/   50] | d_loss: 0.0618 | g_loss: 0.3974
Epoch [   29/   50] | d_loss: 0.0560 | g_loss: 0.8941
Epoch [   29/   50] | d_loss: 0.1137 | g_loss: 1.1661
Epoch [   29/   50] | d_loss: 0.0793 | g_loss: 0.6618
Epoch [   29/   50] | d_loss: 0.0863 | g_loss: 0.9371
Epoch [   29/   50] | d_loss: 0.0819 | g_loss: 0.6729
Epoch [   29/   50] | d_loss: 0.0864 | g_loss: 0.9444
Epoch [   29/   50] | d_loss: 0.0694 | g_loss: 0.5987
Epoch [   29/   50] | d_loss: 0.1184 | g_loss: 0.8481
Epoch [   30/   50] | d_loss: 0.0901 | g_loss: 0.6230
Epoch [   30/   50] | d_loss: 0.0673 | g_loss: 0.7919
Epoch [   30/   50] | d_loss: 0.0591 | g_loss: 0.5514
Epoch [   30/   50] | d_loss: 0.0939 | g_loss: 0.5927
Epoch [   30/   50] | d_loss: 0.0730 | g_loss: 0.5787
Epoch [   30/   50] | d_loss: 0.0660 | g_loss: 0.8044
Epoch [   30/   50] | d_loss: 0.0523 | g_loss: 0.7569
Epoch [   30/   50] | d_loss: 0.1090 | g_loss: 0.4484
Epoch [   30/   50] | d_loss: 0.1142 | g_loss: 0.5267
Epoch [   30/   50] | d_loss: 0.0757 | g_loss: 0.4923
Epoch [   30/   50] | d_loss: 0.1132 | g_loss: 0.6704
Epoch [   30/   50] | d_loss: 0.0933 | g_loss: 0.6992
Epoch [   30/   50] | d_loss: 0.0885 | g_loss: 0.7927
Epoch [   30/   50] | d_loss: 0.0793 | g_loss: 0.3476
Epoch [   30/   50] | d_loss: 0.0973 | g_loss: 0.6451
Epoch [   30/   50] | d_loss: 0.1180 | g_loss: 0.3974
Epoch [   30/   50] | d_loss: 0.0950 | g_loss: 0.7124
Epoch [   30/   50] | d_loss: 0.0578 | g_loss: 0.7159
Epoch [   30/   50] | d_loss: 0.0466 | g_loss: 0.6623
Epoch [   30/   50] | d_loss: 0.0776 | g_loss: 0.6689
Epoch [   30/   50] | d_loss: 0.0947 | g_loss: 0.6982
Epoch [   30/   50] | d_loss: 0.0677 | g_loss: 0.6898
Epoch [   30/   50] | d_loss: 0.0694 | g_loss: 0.8153
Epoch [   30/   50] | d_loss: 0.0415 | g_loss: 0.8662
Epoch [   30/   50] | d_loss: 0.0540 | g_loss: 0.9155
Epoch [   30/   50] | d_loss: 0.0733 | g_loss: 0.6339
Epoch [   30/   50] | d_loss: 0.0861 | g_loss: 0.7655
Epoch [   30/   50] | d_loss: 0.0618 | g_loss: 0.6967
Epoch [   30/   50] | d_loss: 0.0767 | g_loss: 0.6853
Epoch [   31/   50] | d_loss: 0.1747 | g_loss: 0.2904
Epoch [   31/   50] | d_loss: 0.0831 | g_loss: 0.5937
Epoch [   31/   50] | d_loss: 0.0783 | g_loss: 0.7155
Epoch [   31/   50] | d_loss: 0.1327 | g_loss: 0.3486
Epoch [   31/   50] | d_loss: 0.0780 | g_loss: 0.7607
Epoch [   31/   50] | d_loss: 0.1097 | g_loss: 0.7244
Epoch [   31/   50] | d_loss: 0.1475 | g_loss: 0.6253
Epoch [   31/   50] | d_loss: 0.1801 | g_loss: 1.0918
Epoch [   31/   50] | d_loss: 0.1013 | g_loss: 0.6721
Epoch [   31/   50] | d_loss: 0.2278 | g_loss: 0.9862
Epoch [   31/   50] | d_loss: 0.1456 | g_loss: 0.4800
Epoch [   31/   50] | d_loss: 0.2108 | g_loss: 0.6382
Epoch [   31/   50] | d_loss: 0.0502 | g_loss: 0.8512
Epoch [   31/   50] | d_loss: 0.1379 | g_loss: 0.4505
Epoch [   31/   50] | d_loss: 0.0568 | g_loss: 0.8069
Epoch [   31/   50] | d_loss: 0.0781 | g_loss: 0.8613
Epoch [   31/   50] | d_loss: 0.0780 | g_loss: 0.7264
Epoch [   31/   50] | d_loss: 0.1309 | g_loss: 0.7639
Epoch [   31/   50] | d_loss: 0.0607 | g_loss: 0.6425
Epoch [   31/   50] | d_loss: 0.0885 | g_loss: 0.5701
Epoch [   31/   50] | d_loss: 0.0675 | g_loss: 0.6475
Epoch [   31/   50] | d_loss: 0.0621 | g_loss: 0.7316
Epoch [   31/   50] | d_loss: 0.0897 | g_loss: 0.5090
Epoch [   31/   50] | d_loss: 0.0567 | g_loss: 0.7809
Epoch [   31/   50] | d_loss: 0.1331 | g_loss: 0.5286
Epoch [   31/   50] | d_loss: 0.0570 | g_loss: 0.8366
Epoch [   31/   50] | d_loss: 0.0627 | g_loss: 0.4866
Epoch [   31/   50] | d_loss: 0.1321 | g_loss: 0.5221
Epoch [   31/   50] | d_loss: 0.0505 | g_loss: 0.5149
Epoch [   32/   50] | d_loss: 0.0772 | g_loss: 0.4313
Epoch [   32/   50] | d_loss: 0.0992 | g_loss: 0.7412
Epoch [   32/   50] | d_loss: 0.0410 | g_loss: 0.8840
Epoch [   32/   50] | d_loss: 0.1047 | g_loss: 0.5895
Epoch [   32/   50] | d_loss: 0.1122 | g_loss: 0.4812
Epoch [   32/   50] | d_loss: 0.1039 | g_loss: 0.7766
Epoch [   32/   50] | d_loss: 0.0630 | g_loss: 0.5714
Epoch [   32/   50] | d_loss: 0.0696 | g_loss: 1.0842
Epoch [   32/   50] | d_loss: 0.0551 | g_loss: 0.5192
Epoch [   32/   50] | d_loss: 0.0420 | g_loss: 0.5422
Epoch [   32/   50] | d_loss: 0.1035 | g_loss: 0.4090
Epoch [   32/   50] | d_loss: 0.0642 | g_loss: 0.8830
Epoch [   32/   50] | d_loss: 0.0779 | g_loss: 0.6997
Epoch [   32/   50] | d_loss: 0.0950 | g_loss: 0.8548
Epoch [   32/   50] | d_loss: 0.1040 | g_loss: 0.9294
Epoch [   32/   50] | d_loss: 0.0761 | g_loss: 0.5901
Epoch [   32/   50] | d_loss: 0.0597 | g_loss: 0.8393
Epoch [   32/   50] | d_loss: 0.0603 | g_loss: 0.6653
Epoch [   32/   50] | d_loss: 0.0647 | g_loss: 0.6856
Epoch [   32/   50] | d_loss: 0.1871 | g_loss: 0.4810
Epoch [   32/   50] | d_loss: 0.0467 | g_loss: 0.7670
Epoch [   32/   50] | d_loss: 0.2843 | g_loss: 0.4637
Epoch [   32/   50] | d_loss: 0.1435 | g_loss: 0.5315
Epoch [   32/   50] | d_loss: 0.1105 | g_loss: 0.5222
Epoch [   32/   50] | d_loss: 0.0546 | g_loss: 0.7945
Epoch [   32/   50] | d_loss: 0.0709 | g_loss: 0.4107
Epoch [   32/   50] | d_loss: 0.0867 | g_loss: 0.8523
Epoch [   32/   50] | d_loss: 0.0875 | g_loss: 0.5590
Epoch [   32/   50] | d_loss: 0.0582 | g_loss: 0.7789
Epoch [   33/   50] | d_loss: 0.0717 | g_loss: 0.7083
Epoch [   33/   50] | d_loss: 0.0643 | g_loss: 1.0940
Epoch [   33/   50] | d_loss: 0.0405 | g_loss: 0.5704
Epoch [   33/   50] | d_loss: 0.1047 | g_loss: 1.2136
Epoch [   33/   50] | d_loss: 0.0388 | g_loss: 0.4091
Epoch [   33/   50] | d_loss: 0.1187 | g_loss: 0.7179
Epoch [   33/   50] | d_loss: 0.0886 | g_loss: 0.7124
Epoch [   33/   50] | d_loss: 0.1571 | g_loss: 0.4703
Epoch [   33/   50] | d_loss: 0.0850 | g_loss: 0.5772
Epoch [   33/   50] | d_loss: 0.2194 | g_loss: 0.7250
Epoch [   33/   50] | d_loss: 0.1417 | g_loss: 0.5681
Epoch [   33/   50] | d_loss: 0.1433 | g_loss: 0.7935
Epoch [   33/   50] | d_loss: 0.1544 | g_loss: 0.5639
Epoch [   33/   50] | d_loss: 0.0527 | g_loss: 0.5947
Epoch [   33/   50] | d_loss: 0.0757 | g_loss: 0.6471
Epoch [   33/   50] | d_loss: 0.0474 | g_loss: 0.7928
Epoch [   33/   50] | d_loss: 0.0790 | g_loss: 0.6301
Epoch [   33/   50] | d_loss: 0.1069 | g_loss: 0.5946
Epoch [   33/   50] | d_loss: 0.1023 | g_loss: 0.8387
Epoch [   33/   50] | d_loss: 0.0660 | g_loss: 0.5955
Epoch [   33/   50] | d_loss: 0.0943 | g_loss: 0.5737
Epoch [   33/   50] | d_loss: 0.1689 | g_loss: 0.4164
Epoch [   33/   50] | d_loss: 0.1180 | g_loss: 0.6554
Epoch [   33/   50] | d_loss: 0.0952 | g_loss: 0.7732
Epoch [   33/   50] | d_loss: 0.1097 | g_loss: 0.6629
Epoch [   33/   50] | d_loss: 0.1149 | g_loss: 0.5505
Epoch [   33/   50] | d_loss: 0.0874 | g_loss: 0.8927
Epoch [   33/   50] | d_loss: 0.1054 | g_loss: 0.6392
Epoch [   33/   50] | d_loss: 0.0963 | g_loss: 0.5167
Epoch [   34/   50] | d_loss: 0.0785 | g_loss: 1.0138
Epoch [   34/   50] | d_loss: 0.1315 | g_loss: 0.6890
Epoch [   34/   50] | d_loss: 0.1272 | g_loss: 0.8545
Epoch [   34/   50] | d_loss: 0.0402 | g_loss: 0.8823
Epoch [   34/   50] | d_loss: 0.1639 | g_loss: 0.4382
Epoch [   34/   50] | d_loss: 0.0607 | g_loss: 0.5547
Epoch [   34/   50] | d_loss: 0.0424 | g_loss: 0.5790
Epoch [   34/   50] | d_loss: 0.0509 | g_loss: 0.9010
Epoch [   34/   50] | d_loss: 0.0460 | g_loss: 0.5304
Epoch [   34/   50] | d_loss: 0.1484 | g_loss: 0.5838
Epoch [   34/   50] | d_loss: 0.0712 | g_loss: 0.4625
Epoch [   34/   50] | d_loss: 0.0850 | g_loss: 0.7690
Epoch [   34/   50] | d_loss: 0.1548 | g_loss: 0.5814
Epoch [   34/   50] | d_loss: 0.1228 | g_loss: 1.0793
Epoch [   34/   50] | d_loss: 0.1489 | g_loss: 0.7236
Epoch [   34/   50] | d_loss: 0.0501 | g_loss: 0.6421
Epoch [   34/   50] | d_loss: 0.1169 | g_loss: 0.9835
Epoch [   34/   50] | d_loss: 0.0797 | g_loss: 0.6309
Epoch [   34/   50] | d_loss: 0.0709 | g_loss: 0.7087
Epoch [   34/   50] | d_loss: 0.0410 | g_loss: 0.8128
Epoch [   34/   50] | d_loss: 0.0548 | g_loss: 0.7957
Epoch [   34/   50] | d_loss: 0.0541 | g_loss: 0.8071
Epoch [   34/   50] | d_loss: 0.1317 | g_loss: 0.6397
Epoch [   34/   50] | d_loss: 0.0512 | g_loss: 0.9940
Epoch [   34/   50] | d_loss: 0.0843 | g_loss: 0.3862
Epoch [   34/   50] | d_loss: 0.0622 | g_loss: 1.0298
Epoch [   34/   50] | d_loss: 0.0751 | g_loss: 0.8172
Epoch [   34/   50] | d_loss: 0.0816 | g_loss: 0.4975
Epoch [   34/   50] | d_loss: 0.0639 | g_loss: 0.3924
Epoch [   35/   50] | d_loss: 0.1998 | g_loss: 1.2353
Epoch [   35/   50] | d_loss: 0.0644 | g_loss: 0.8014
Epoch [   35/   50] | d_loss: 0.1040 | g_loss: 0.6374
Epoch [   35/   50] | d_loss: 0.0704 | g_loss: 0.7519
Epoch [   35/   50] | d_loss: 0.1075 | g_loss: 0.6209
Epoch [   35/   50] | d_loss: 0.1262 | g_loss: 0.4597
Epoch [   35/   50] | d_loss: 0.0660 | g_loss: 0.5850
Epoch [   35/   50] | d_loss: 0.0885 | g_loss: 0.7271
Epoch [   35/   50] | d_loss: 0.0906 | g_loss: 0.7307
Epoch [   35/   50] | d_loss: 0.1432 | g_loss: 0.9805
Epoch [   35/   50] | d_loss: 0.0537 | g_loss: 0.5587
Epoch [   35/   50] | d_loss: 0.1039 | g_loss: 0.8709
Epoch [   35/   50] | d_loss: 0.0418 | g_loss: 0.5324
Epoch [   35/   50] | d_loss: 0.0831 | g_loss: 0.4751
Epoch [   35/   50] | d_loss: 0.0671 | g_loss: 0.6638
Epoch [   35/   50] | d_loss: 0.0432 | g_loss: 0.9541
Epoch [   35/   50] | d_loss: 0.0592 | g_loss: 0.8567
Epoch [   35/   50] | d_loss: 0.0428 | g_loss: 0.6199
Epoch [   35/   50] | d_loss: 0.1259 | g_loss: 0.7387
Epoch [   35/   50] | d_loss: 0.0997 | g_loss: 0.7361
Epoch [   35/   50] | d_loss: 0.0649 | g_loss: 1.1141
Epoch [   35/   50] | d_loss: 0.0581 | g_loss: 0.7630
Epoch [   35/   50] | d_loss: 0.1143 | g_loss: 0.4609
Epoch [   35/   50] | d_loss: 0.0669 | g_loss: 0.7123
Epoch [   35/   50] | d_loss: 0.0336 | g_loss: 0.7399
Epoch [   35/   50] | d_loss: 0.0540 | g_loss: 0.7488
Epoch [   35/   50] | d_loss: 0.0746 | g_loss: 0.4904
Epoch [   35/   50] | d_loss: 0.0800 | g_loss: 0.6192
Epoch [   35/   50] | d_loss: 0.0522 | g_loss: 0.8958
Epoch [   36/   50] | d_loss: 0.0567 | g_loss: 0.8427
Epoch [   36/   50] | d_loss: 0.0885 | g_loss: 0.7258
Epoch [   36/   50] | d_loss: 0.0606 | g_loss: 0.6693
Epoch [   36/   50] | d_loss: 0.1180 | g_loss: 0.7008
Epoch [   36/   50] | d_loss: 0.1993 | g_loss: 0.7087
Epoch [   36/   50] | d_loss: 0.0495 | g_loss: 0.7282
Epoch [   36/   50] | d_loss: 0.0968 | g_loss: 0.5620
Epoch [   36/   50] | d_loss: 0.0833 | g_loss: 0.9920
Epoch [   36/   50] | d_loss: 0.1199 | g_loss: 0.4866
Epoch [   36/   50] | d_loss: 0.0562 | g_loss: 0.5096
Epoch [   36/   50] | d_loss: 0.0631 | g_loss: 0.7771
Epoch [   36/   50] | d_loss: 0.0685 | g_loss: 0.5745
Epoch [   36/   50] | d_loss: 0.1531 | g_loss: 0.5085
Epoch [   36/   50] | d_loss: 0.2124 | g_loss: 0.6056
Epoch [   36/   50] | d_loss: 0.0868 | g_loss: 0.3976
Epoch [   36/   50] | d_loss: 0.0879 | g_loss: 0.4328
Epoch [   36/   50] | d_loss: 0.1645 | g_loss: 0.7291
Epoch [   36/   50] | d_loss: 0.0583 | g_loss: 0.6647
Epoch [   36/   50] | d_loss: 0.0910 | g_loss: 0.8773
Epoch [   36/   50] | d_loss: 0.0670 | g_loss: 0.5038
Epoch [   36/   50] | d_loss: 0.0716 | g_loss: 0.5518
Epoch [   36/   50] | d_loss: 0.1680 | g_loss: 0.7187
Epoch [   36/   50] | d_loss: 0.0679 | g_loss: 0.9495
Epoch [   36/   50] | d_loss: 0.0591 | g_loss: 0.4514
Epoch [   36/   50] | d_loss: 0.0479 | g_loss: 0.5650
Epoch [   36/   50] | d_loss: 0.0760 | g_loss: 1.0117
Epoch [   36/   50] | d_loss: 0.0495 | g_loss: 1.0013
Epoch [   36/   50] | d_loss: 0.1097 | g_loss: 0.8931
Epoch [   36/   50] | d_loss: 0.1468 | g_loss: 0.5051
Epoch [   37/   50] | d_loss: 0.2192 | g_loss: 1.0382
Epoch [   37/   50] | d_loss: 0.1031 | g_loss: 0.5319
Epoch [   37/   50] | d_loss: 0.0802 | g_loss: 0.7726
Epoch [   37/   50] | d_loss: 0.0501 | g_loss: 0.5854
Epoch [   37/   50] | d_loss: 0.0741 | g_loss: 0.6502
Epoch [   37/   50] | d_loss: 0.0627 | g_loss: 0.7687
Epoch [   37/   50] | d_loss: 0.1662 | g_loss: 0.6195
Epoch [   37/   50] | d_loss: 0.0571 | g_loss: 0.7054
Epoch [   37/   50] | d_loss: 0.0850 | g_loss: 0.2727
Epoch [   37/   50] | d_loss: 0.0493 | g_loss: 0.9275
Epoch [   37/   50] | d_loss: 0.1079 | g_loss: 0.5263
Epoch [   37/   50] | d_loss: 0.0424 | g_loss: 0.3753
Epoch [   37/   50] | d_loss: 0.0784 | g_loss: 0.4793
Epoch [   37/   50] | d_loss: 0.1325 | g_loss: 1.1146
Epoch [   37/   50] | d_loss: 0.1231 | g_loss: 0.6327
Epoch [   37/   50] | d_loss: 0.0505 | g_loss: 0.8937
Epoch [   37/   50] | d_loss: 0.1434 | g_loss: 0.9094
Epoch [   37/   50] | d_loss: 0.1684 | g_loss: 0.6963
Epoch [   37/   50] | d_loss: 0.0858 | g_loss: 0.5441
Epoch [   37/   50] | d_loss: 0.0628 | g_loss: 0.7460
Epoch [   37/   50] | d_loss: 0.1060 | g_loss: 0.6485
Epoch [   37/   50] | d_loss: 0.1802 | g_loss: 0.9532
Epoch [   37/   50] | d_loss: 0.1348 | g_loss: 0.7595
Epoch [   37/   50] | d_loss: 0.0953 | g_loss: 0.9423
Epoch [   37/   50] | d_loss: 0.0705 | g_loss: 0.6908
Epoch [   37/   50] | d_loss: 0.0563 | g_loss: 0.5412
Epoch [   37/   50] | d_loss: 0.1705 | g_loss: 0.9296
Epoch [   37/   50] | d_loss: 0.1231 | g_loss: 0.9442
Epoch [   37/   50] | d_loss: 0.1568 | g_loss: 0.7617
Epoch [   38/   50] | d_loss: 0.1263 | g_loss: 0.5392
Epoch [   38/   50] | d_loss: 0.0855 | g_loss: 0.6347
Epoch [   38/   50] | d_loss: 0.0417 | g_loss: 0.9621
Epoch [   38/   50] | d_loss: 0.0511 | g_loss: 0.4236
Epoch [   38/   50] | d_loss: 0.0738 | g_loss: 0.7384
Epoch [   38/   50] | d_loss: 0.0814 | g_loss: 0.3861
Epoch [   38/   50] | d_loss: 0.0481 | g_loss: 0.9704
Epoch [   38/   50] | d_loss: 0.0986 | g_loss: 0.6981
Epoch [   38/   50] | d_loss: 0.1044 | g_loss: 0.9696
Epoch [   38/   50] | d_loss: 0.1044 | g_loss: 0.4322
Epoch [   38/   50] | d_loss: 0.0964 | g_loss: 0.5020
Epoch [   38/   50] | d_loss: 0.0766 | g_loss: 0.7611
Epoch [   38/   50] | d_loss: 0.1972 | g_loss: 0.3050
Epoch [   38/   50] | d_loss: 0.0804 | g_loss: 0.6037
Epoch [   38/   50] | d_loss: 0.0444 | g_loss: 0.8850
Epoch [   38/   50] | d_loss: 0.0465 | g_loss: 0.4291
Epoch [   38/   50] | d_loss: 0.0812 | g_loss: 0.6005
Epoch [   38/   50] | d_loss: 0.0904 | g_loss: 1.0462
Epoch [   38/   50] | d_loss: 0.0504 | g_loss: 0.8188
Epoch [   38/   50] | d_loss: 0.0526 | g_loss: 0.8199
Epoch [   38/   50] | d_loss: 0.0929 | g_loss: 0.7272
Epoch [   38/   50] | d_loss: 0.0976 | g_loss: 0.5084
Epoch [   38/   50] | d_loss: 0.0554 | g_loss: 0.8063
Epoch [   38/   50] | d_loss: 0.0613 | g_loss: 0.7131
Epoch [   38/   50] | d_loss: 0.0744 | g_loss: 0.8500
Epoch [   38/   50] | d_loss: 0.0656 | g_loss: 0.4551
Epoch [   38/   50] | d_loss: 0.0574 | g_loss: 0.8918
Epoch [   38/   50] | d_loss: 0.0704 | g_loss: 0.5577
Epoch [   38/   50] | d_loss: 0.0621 | g_loss: 0.5376
Epoch [   39/   50] | d_loss: 0.0906 | g_loss: 0.7174
Epoch [   39/   50] | d_loss: 0.1328 | g_loss: 0.3594
Epoch [   39/   50] | d_loss: 0.0695 | g_loss: 0.5271
Epoch [   39/   50] | d_loss: 0.0754 | g_loss: 0.5093
Epoch [   39/   50] | d_loss: 0.0655 | g_loss: 0.8492
Epoch [   39/   50] | d_loss: 0.0921 | g_loss: 0.5021
Epoch [   39/   50] | d_loss: 0.0646 | g_loss: 0.6566
Epoch [   39/   50] | d_loss: 0.2706 | g_loss: 0.7882
Epoch [   39/   50] | d_loss: 0.0503 | g_loss: 0.6567
Epoch [   39/   50] | d_loss: 0.0554 | g_loss: 0.8043
Epoch [   39/   50] | d_loss: 0.0778 | g_loss: 0.5840
Epoch [   39/   50] | d_loss: 0.0580 | g_loss: 1.0874
Epoch [   39/   50] | d_loss: 0.0650 | g_loss: 0.6707
Epoch [   39/   50] | d_loss: 0.0722 | g_loss: 0.7152
Epoch [   39/   50] | d_loss: 0.0520 | g_loss: 0.5371
Epoch [   39/   50] | d_loss: 0.0680 | g_loss: 0.7408
Epoch [   39/   50] | d_loss: 0.0913 | g_loss: 0.6892
Epoch [   39/   50] | d_loss: 0.1321 | g_loss: 0.7941
Epoch [   39/   50] | d_loss: 0.1563 | g_loss: 0.8927
Epoch [   39/   50] | d_loss: 0.1052 | g_loss: 0.8632
Epoch [   39/   50] | d_loss: 0.1068 | g_loss: 0.5294
Epoch [   39/   50] | d_loss: 0.0592 | g_loss: 0.3577
Epoch [   39/   50] | d_loss: 0.0578 | g_loss: 0.7924
Epoch [   39/   50] | d_loss: 0.0609 | g_loss: 0.5503
Epoch [   39/   50] | d_loss: 0.1983 | g_loss: 0.6072
Epoch [   39/   50] | d_loss: 0.0417 | g_loss: 0.9114
Epoch [   39/   50] | d_loss: 0.1026 | g_loss: 0.6430
Epoch [   39/   50] | d_loss: 0.0891 | g_loss: 0.7372
Epoch [   39/   50] | d_loss: 0.1311 | g_loss: 0.4186
Epoch [   40/   50] | d_loss: 0.0784 | g_loss: 0.6293
Epoch [   40/   50] | d_loss: 0.1074 | g_loss: 0.7341
Epoch [   40/   50] | d_loss: 0.1257 | g_loss: 0.4875
Epoch [   40/   50] | d_loss: 0.1271 | g_loss: 1.1025
Epoch [   40/   50] | d_loss: 0.0662 | g_loss: 0.8786
Epoch [   40/   50] | d_loss: 0.0545 | g_loss: 0.4552
Epoch [   40/   50] | d_loss: 0.0639 | g_loss: 0.4762
Epoch [   40/   50] | d_loss: 0.0647 | g_loss: 0.6368
Epoch [   40/   50] | d_loss: 0.0846 | g_loss: 0.5260
Epoch [   40/   50] | d_loss: 0.1543 | g_loss: 0.4742
Epoch [   40/   50] | d_loss: 0.1566 | g_loss: 0.8562
Epoch [   40/   50] | d_loss: 0.0862 | g_loss: 0.6139
Epoch [   40/   50] | d_loss: 0.1169 | g_loss: 0.3748
Epoch [   40/   50] | d_loss: 0.1276 | g_loss: 0.5673
Epoch [   40/   50] | d_loss: 0.1020 | g_loss: 0.5547
Epoch [   40/   50] | d_loss: 0.0657 | g_loss: 0.7771
Epoch [   40/   50] | d_loss: 0.0629 | g_loss: 0.5882
Epoch [   40/   50] | d_loss: 0.0606 | g_loss: 0.7670
Epoch [   40/   50] | d_loss: 0.0887 | g_loss: 0.5661
Epoch [   40/   50] | d_loss: 0.0716 | g_loss: 0.7263
Epoch [   40/   50] | d_loss: 0.1372 | g_loss: 1.1358
Epoch [   40/   50] | d_loss: 0.1711 | g_loss: 0.5292
Epoch [   40/   50] | d_loss: 0.0574 | g_loss: 0.6185
Epoch [   40/   50] | d_loss: 0.0770 | g_loss: 0.9968
Epoch [   40/   50] | d_loss: 0.0752 | g_loss: 0.8573
Epoch [   40/   50] | d_loss: 0.0366 | g_loss: 0.8244
Epoch [   40/   50] | d_loss: 0.0679 | g_loss: 0.5252
Epoch [   40/   50] | d_loss: 0.0681 | g_loss: 0.8441
Epoch [   40/   50] | d_loss: 0.0389 | g_loss: 0.9310
Epoch [   41/   50] | d_loss: 0.1169 | g_loss: 0.5186
Epoch [   41/   50] | d_loss: 0.0790 | g_loss: 0.6743
Epoch [   41/   50] | d_loss: 0.0593 | g_loss: 0.8100
Epoch [   41/   50] | d_loss: 0.0737 | g_loss: 0.6675
Epoch [   41/   50] | d_loss: 0.0659 | g_loss: 0.5066
Epoch [   41/   50] | d_loss: 0.0814 | g_loss: 0.8145
Epoch [   41/   50] | d_loss: 0.1067 | g_loss: 0.6007
Epoch [   41/   50] | d_loss: 0.0602 | g_loss: 0.5833
Epoch [   41/   50] | d_loss: 0.0912 | g_loss: 0.6265
Epoch [   41/   50] | d_loss: 0.0613 | g_loss: 0.7882
Epoch [   41/   50] | d_loss: 0.0368 | g_loss: 0.8534
Epoch [   41/   50] | d_loss: 0.0812 | g_loss: 0.7631
Epoch [   41/   50] | d_loss: 0.1113 | g_loss: 0.4893
Epoch [   41/   50] | d_loss: 0.0421 | g_loss: 0.8582
Epoch [   41/   50] | d_loss: 0.1521 | g_loss: 0.4988
Epoch [   41/   50] | d_loss: 0.0862 | g_loss: 0.6417
Epoch [   41/   50] | d_loss: 0.0943 | g_loss: 0.6795
Epoch [   41/   50] | d_loss: 0.0635 | g_loss: 0.5028
Epoch [   41/   50] | d_loss: 0.0438 | g_loss: 0.8118
Epoch [   41/   50] | d_loss: 0.0537 | g_loss: 0.7333
Epoch [   41/   50] | d_loss: 0.0503 | g_loss: 0.6592
Epoch [   41/   50] | d_loss: 0.1927 | g_loss: 0.3691
Epoch [   41/   50] | d_loss: 0.1748 | g_loss: 0.8638
Epoch [   41/   50] | d_loss: 0.0706 | g_loss: 0.6419
Epoch [   41/   50] | d_loss: 0.1092 | g_loss: 0.4710
Epoch [   41/   50] | d_loss: 0.1061 | g_loss: 0.6705
Epoch [   41/   50] | d_loss: 0.0961 | g_loss: 0.8242
Epoch [   41/   50] | d_loss: 0.0806 | g_loss: 0.5845
Epoch [   41/   50] | d_loss: 0.0686 | g_loss: 0.5941
Epoch [   42/   50] | d_loss: 0.1425 | g_loss: 0.4731
Epoch [   42/   50] | d_loss: 0.0928 | g_loss: 0.7459
Epoch [   42/   50] | d_loss: 0.0622 | g_loss: 0.6509
Epoch [   42/   50] | d_loss: 0.0463 | g_loss: 0.6871
Epoch [   42/   50] | d_loss: 0.1112 | g_loss: 0.4622
Epoch [   42/   50] | d_loss: 0.0400 | g_loss: 0.6564
Epoch [   42/   50] | d_loss: 0.0791 | g_loss: 0.7651
Epoch [   42/   50] | d_loss: 0.1036 | g_loss: 0.4188
Epoch [   42/   50] | d_loss: 0.0947 | g_loss: 0.6944
Epoch [   42/   50] | d_loss: 0.0482 | g_loss: 0.9589
Epoch [   42/   50] | d_loss: 0.0456 | g_loss: 1.1718
Epoch [   42/   50] | d_loss: 0.0788 | g_loss: 0.4924
Epoch [   42/   50] | d_loss: 0.0389 | g_loss: 0.7117
Epoch [   42/   50] | d_loss: 0.1164 | g_loss: 0.7773
Epoch [   42/   50] | d_loss: 0.0665 | g_loss: 0.7150
Epoch [   42/   50] | d_loss: 0.1042 | g_loss: 0.4994
Epoch [   42/   50] | d_loss: 0.1334 | g_loss: 0.3663
Epoch [   42/   50] | d_loss: 0.0913 | g_loss: 0.8110
Epoch [   42/   50] | d_loss: 0.0521 | g_loss: 0.9891
Epoch [   42/   50] | d_loss: 0.0598 | g_loss: 1.0026
Epoch [   42/   50] | d_loss: 0.0653 | g_loss: 0.6915
Epoch [   42/   50] | d_loss: 0.0735 | g_loss: 0.5558
Epoch [   42/   50] | d_loss: 0.0476 | g_loss: 0.5644
Epoch [   42/   50] | d_loss: 0.1101 | g_loss: 0.5132
Epoch [   42/   50] | d_loss: 0.1793 | g_loss: 0.4010
Epoch [   42/   50] | d_loss: 0.0766 | g_loss: 0.6342
Epoch [   42/   50] | d_loss: 0.0762 | g_loss: 0.7410
Epoch [   42/   50] | d_loss: 0.0350 | g_loss: 0.7046
Epoch [   42/   50] | d_loss: 0.0855 | g_loss: 0.7499
Epoch [   43/   50] | d_loss: 0.1056 | g_loss: 0.4488
Epoch [   43/   50] | d_loss: 0.0455 | g_loss: 1.1425
Epoch [   43/   50] | d_loss: 0.0828 | g_loss: 0.7416
Epoch [   43/   50] | d_loss: 0.0800 | g_loss: 0.7691
Epoch [   43/   50] | d_loss: 0.0566 | g_loss: 0.7063
Epoch [   43/   50] | d_loss: 0.0444 | g_loss: 0.8948
Epoch [   43/   50] | d_loss: 0.0993 | g_loss: 0.5476
Epoch [   43/   50] | d_loss: 0.0433 | g_loss: 0.8436
Epoch [   43/   50] | d_loss: 0.0849 | g_loss: 0.9802
Epoch [   43/   50] | d_loss: 0.0756 | g_loss: 0.8528
Epoch [   43/   50] | d_loss: 0.0451 | g_loss: 0.7020
Epoch [   43/   50] | d_loss: 0.0807 | g_loss: 0.6984
Epoch [   43/   50] | d_loss: 0.2057 | g_loss: 0.9691
Epoch [   43/   50] | d_loss: 0.1001 | g_loss: 0.5432
Epoch [   43/   50] | d_loss: 0.0429 | g_loss: 0.9406
Epoch [   43/   50] | d_loss: 0.1467 | g_loss: 0.4472
Epoch [   43/   50] | d_loss: 0.0573 | g_loss: 0.6575
Epoch [   43/   50] | d_loss: 0.0915 | g_loss: 0.9006
Epoch [   43/   50] | d_loss: 0.0480 | g_loss: 0.7473
Epoch [   43/   50] | d_loss: 0.0750 | g_loss: 1.0666
Epoch [   43/   50] | d_loss: 0.2120 | g_loss: 0.6194
Epoch [   43/   50] | d_loss: 0.1051 | g_loss: 0.7123
Epoch [   43/   50] | d_loss: 0.0705 | g_loss: 0.4341
Epoch [   43/   50] | d_loss: 0.0999 | g_loss: 0.5240
Epoch [   43/   50] | d_loss: 0.1330 | g_loss: 0.9271
Epoch [   43/   50] | d_loss: 0.0655 | g_loss: 0.9316
Epoch [   43/   50] | d_loss: 0.0592 | g_loss: 0.7856
Epoch [   43/   50] | d_loss: 0.0419 | g_loss: 0.6435
Epoch [   43/   50] | d_loss: 0.1308 | g_loss: 0.4898
Epoch [   44/   50] | d_loss: 0.0965 | g_loss: 0.4197
Epoch [   44/   50] | d_loss: 0.1273 | g_loss: 0.9199
Epoch [   44/   50] | d_loss: 0.0502 | g_loss: 0.6450
Epoch [   44/   50] | d_loss: 0.0300 | g_loss: 0.8704
Epoch [   44/   50] | d_loss: 0.0895 | g_loss: 0.8914
Epoch [   44/   50] | d_loss: 0.0816 | g_loss: 0.7217
Epoch [   44/   50] | d_loss: 0.0779 | g_loss: 0.6702
Epoch [   44/   50] | d_loss: 0.2072 | g_loss: 0.3599
Epoch [   44/   50] | d_loss: 0.1015 | g_loss: 0.3770
Epoch [   44/   50] | d_loss: 0.0758 | g_loss: 0.6655
Epoch [   44/   50] | d_loss: 0.0872 | g_loss: 0.5071
Epoch [   44/   50] | d_loss: 0.1055 | g_loss: 0.4520
Epoch [   44/   50] | d_loss: 0.0927 | g_loss: 0.9790
Epoch [   44/   50] | d_loss: 0.0870 | g_loss: 0.9736
Epoch [   44/   50] | d_loss: 0.0790 | g_loss: 0.9840
Epoch [   44/   50] | d_loss: 0.0723 | g_loss: 0.8672
Epoch [   44/   50] | d_loss: 0.1705 | g_loss: 0.5438
Epoch [   44/   50] | d_loss: 0.1109 | g_loss: 0.4489
Epoch [   44/   50] | d_loss: 0.0954 | g_loss: 0.6208
Epoch [   44/   50] | d_loss: 0.0505 | g_loss: 0.5985
Epoch [   44/   50] | d_loss: 0.0945 | g_loss: 0.6741
Epoch [   44/   50] | d_loss: 0.0595 | g_loss: 0.5133
Epoch [   44/   50] | d_loss: 0.1011 | g_loss: 0.7536
Epoch [   44/   50] | d_loss: 0.2125 | g_loss: 0.5233
Epoch [   44/   50] | d_loss: 0.0778 | g_loss: 0.5059
Epoch [   44/   50] | d_loss: 0.0688 | g_loss: 0.4075
Epoch [   44/   50] | d_loss: 0.0534 | g_loss: 0.5315
Epoch [   44/   50] | d_loss: 0.0818 | g_loss: 0.5748
Epoch [   44/   50] | d_loss: 0.0348 | g_loss: 0.8361
Epoch [   45/   50] | d_loss: 0.2547 | g_loss: 0.8150
Epoch [   45/   50] | d_loss: 0.0626 | g_loss: 0.8342
Epoch [   45/   50] | d_loss: 0.0597 | g_loss: 0.8030
Epoch [   45/   50] | d_loss: 0.0906 | g_loss: 0.5572
Epoch [   45/   50] | d_loss: 0.0654 | g_loss: 0.7396
Epoch [   45/   50] | d_loss: 0.1575 | g_loss: 0.5216
Epoch [   45/   50] | d_loss: 0.0949 | g_loss: 1.1854
Epoch [   45/   50] | d_loss: 0.1649 | g_loss: 0.4362
Epoch [   45/   50] | d_loss: 0.0409 | g_loss: 0.7645
Epoch [   45/   50] | d_loss: 0.1029 | g_loss: 0.4681
Epoch [   45/   50] | d_loss: 0.0869 | g_loss: 1.0818
Epoch [   45/   50] | d_loss: 0.0578 | g_loss: 0.7029
Epoch [   45/   50] | d_loss: 0.0828 | g_loss: 0.5942
Epoch [   45/   50] | d_loss: 0.0666 | g_loss: 0.4205
Epoch [   45/   50] | d_loss: 0.1616 | g_loss: 0.7600
Epoch [   45/   50] | d_loss: 0.0650 | g_loss: 0.8503
Epoch [   45/   50] | d_loss: 0.1015 | g_loss: 1.0260
Epoch [   45/   50] | d_loss: 0.0692 | g_loss: 0.7150
Epoch [   45/   50] | d_loss: 0.0980 | g_loss: 0.4662
Epoch [   45/   50] | d_loss: 0.1341 | g_loss: 0.6376
Epoch [   45/   50] | d_loss: 0.0376 | g_loss: 0.9579
Epoch [   45/   50] | d_loss: 0.1079 | g_loss: 1.1242
Epoch [   45/   50] | d_loss: 0.0621 | g_loss: 0.5354
Epoch [   45/   50] | d_loss: 0.0838 | g_loss: 0.6516
Epoch [   45/   50] | d_loss: 0.1136 | g_loss: 0.6908
Epoch [   45/   50] | d_loss: 0.0841 | g_loss: 0.3025
Epoch [   45/   50] | d_loss: 0.0510 | g_loss: 0.9590
Epoch [   45/   50] | d_loss: 0.1043 | g_loss: 0.7540
Epoch [   45/   50] | d_loss: 0.0782 | g_loss: 0.5306
Epoch [   46/   50] | d_loss: 0.0407 | g_loss: 0.8306
Epoch [   46/   50] | d_loss: 0.0862 | g_loss: 0.7713
Epoch [   46/   50] | d_loss: 0.1013 | g_loss: 1.1189
Epoch [   46/   50] | d_loss: 0.1333 | g_loss: 1.2323
Epoch [   46/   50] | d_loss: 0.0751 | g_loss: 0.6976
Epoch [   46/   50] | d_loss: 0.0486 | g_loss: 0.7657
Epoch [   46/   50] | d_loss: 0.0372 | g_loss: 0.6485
Epoch [   46/   50] | d_loss: 0.0742 | g_loss: 0.4675
Epoch [   46/   50] | d_loss: 0.0900 | g_loss: 0.6500
Epoch [   46/   50] | d_loss: 0.0600 | g_loss: 0.6058
Epoch [   46/   50] | d_loss: 0.1312 | g_loss: 0.5029
Epoch [   46/   50] | d_loss: 0.0408 | g_loss: 0.6444
Epoch [   46/   50] | d_loss: 0.0563 | g_loss: 0.6243
Epoch [   46/   50] | d_loss: 0.0499 | g_loss: 0.8263
Epoch [   46/   50] | d_loss: 0.1216 | g_loss: 0.6694
Epoch [   46/   50] | d_loss: 0.0255 | g_loss: 0.8177
Epoch [   46/   50] | d_loss: 0.0454 | g_loss: 0.5951
Epoch [   46/   50] | d_loss: 0.0625 | g_loss: 0.6713
Epoch [   46/   50] | d_loss: 0.0369 | g_loss: 0.9129
Epoch [   46/   50] | d_loss: 0.0552 | g_loss: 0.8314
Epoch [   46/   50] | d_loss: 0.0380 | g_loss: 0.8310
Epoch [   46/   50] | d_loss: 0.0377 | g_loss: 0.7461
Epoch [   46/   50] | d_loss: 0.0628 | g_loss: 0.7905
Epoch [   46/   50] | d_loss: 0.0442 | g_loss: 0.6378
Epoch [   46/   50] | d_loss: 0.1062 | g_loss: 0.6635
Epoch [   46/   50] | d_loss: 0.0850 | g_loss: 0.8065
Epoch [   46/   50] | d_loss: 0.0531 | g_loss: 0.6095
Epoch [   46/   50] | d_loss: 0.0621 | g_loss: 0.8162
Epoch [   46/   50] | d_loss: 0.0359 | g_loss: 0.5358
Epoch [   47/   50] | d_loss: 0.1588 | g_loss: 0.7663
Epoch [   47/   50] | d_loss: 0.1021 | g_loss: 0.6057
Epoch [   47/   50] | d_loss: 0.0497 | g_loss: 0.5897
Epoch [   47/   50] | d_loss: 0.0611 | g_loss: 0.8226
Epoch [   47/   50] | d_loss: 0.0976 | g_loss: 0.7856
Epoch [   47/   50] | d_loss: 0.0876 | g_loss: 0.5524
Epoch [   47/   50] | d_loss: 0.0848 | g_loss: 0.4408
Epoch [   47/   50] | d_loss: 0.0929 | g_loss: 0.4859
Epoch [   47/   50] | d_loss: 0.0808 | g_loss: 0.7486
Epoch [   47/   50] | d_loss: 0.0732 | g_loss: 0.8505
Epoch [   47/   50] | d_loss: 0.0689 | g_loss: 0.6305
Epoch [   47/   50] | d_loss: 0.0551 | g_loss: 0.5316
Epoch [   47/   50] | d_loss: 0.0423 | g_loss: 0.6623
Epoch [   47/   50] | d_loss: 0.0674 | g_loss: 0.5608
Epoch [   47/   50] | d_loss: 0.0609 | g_loss: 0.6500
Epoch [   47/   50] | d_loss: 0.1214 | g_loss: 0.6893
Epoch [   47/   50] | d_loss: 0.0464 | g_loss: 0.8386
Epoch [   47/   50] | d_loss: 0.0757 | g_loss: 0.6528
Epoch [   47/   50] | d_loss: 0.0614 | g_loss: 0.8566
Epoch [   47/   50] | d_loss: 0.0388 | g_loss: 0.6010
Epoch [   47/   50] | d_loss: 0.0476 | g_loss: 0.9506
Epoch [   47/   50] | d_loss: 0.1103 | g_loss: 0.8247
Epoch [   47/   50] | d_loss: 0.0808 | g_loss: 0.6292
Epoch [   47/   50] | d_loss: 0.1446 | g_loss: 0.5663
Epoch [   47/   50] | d_loss: 0.0669 | g_loss: 0.9985
Epoch [   47/   50] | d_loss: 0.0401 | g_loss: 0.5509
Epoch [   47/   50] | d_loss: 0.0452 | g_loss: 0.7932
Epoch [   47/   50] | d_loss: 0.0846 | g_loss: 0.6596
Epoch [   47/   50] | d_loss: 0.0354 | g_loss: 1.0029
Epoch [   48/   50] | d_loss: 0.0752 | g_loss: 0.8804
Epoch [   48/   50] | d_loss: 0.0549 | g_loss: 0.6770
Epoch [   48/   50] | d_loss: 0.0514 | g_loss: 0.6127
Epoch [   48/   50] | d_loss: 0.0546 | g_loss: 0.5559
Epoch [   48/   50] | d_loss: 0.0705 | g_loss: 0.5655
Epoch [   48/   50] | d_loss: 0.0585 | g_loss: 0.4877
Epoch [   48/   50] | d_loss: 0.0311 | g_loss: 0.7690
Epoch [   48/   50] | d_loss: 0.0759 | g_loss: 0.6641
Epoch [   48/   50] | d_loss: 0.0489 | g_loss: 0.6806
Epoch [   48/   50] | d_loss: 0.0832 | g_loss: 0.5498
Epoch [   48/   50] | d_loss: 0.1011 | g_loss: 0.5713
Epoch [   48/   50] | d_loss: 0.0624 | g_loss: 0.6977
Epoch [   48/   50] | d_loss: 0.0909 | g_loss: 1.1058
Epoch [   48/   50] | d_loss: 0.1077 | g_loss: 0.1493
Epoch [   48/   50] | d_loss: 0.0914 | g_loss: 0.6520
Epoch [   48/   50] | d_loss: 0.1001 | g_loss: 0.4186
Epoch [   48/   50] | d_loss: 0.0451 | g_loss: 0.9377
Epoch [   48/   50] | d_loss: 0.0446 | g_loss: 0.9079
Epoch [   48/   50] | d_loss: 0.0318 | g_loss: 0.8409
Epoch [   48/   50] | d_loss: 0.0764 | g_loss: 0.7164
Epoch [   48/   50] | d_loss: 0.1405 | g_loss: 0.6654
Epoch [   48/   50] | d_loss: 0.0341 | g_loss: 0.9139
Epoch [   48/   50] | d_loss: 0.0468 | g_loss: 0.6775
Epoch [   48/   50] | d_loss: 0.0687 | g_loss: 0.8935
Epoch [   48/   50] | d_loss: 0.0701 | g_loss: 0.8128
Epoch [   48/   50] | d_loss: 0.1007 | g_loss: 0.3884
Epoch [   48/   50] | d_loss: 0.0399 | g_loss: 0.8078
Epoch [   48/   50] | d_loss: 0.1030 | g_loss: 0.8156
Epoch [   48/   50] | d_loss: 0.0346 | g_loss: 0.8184
Epoch [   49/   50] | d_loss: 0.1396 | g_loss: 0.8085
Epoch [   49/   50] | d_loss: 0.0546 | g_loss: 0.6292
Epoch [   49/   50] | d_loss: 0.2130 | g_loss: 0.6216
Epoch [   49/   50] | d_loss: 0.1434 | g_loss: 0.4794
Epoch [   49/   50] | d_loss: 0.0772 | g_loss: 0.6028
Epoch [   49/   50] | d_loss: 0.0962 | g_loss: 0.6891
Epoch [   49/   50] | d_loss: 0.0987 | g_loss: 0.3553
Epoch [   49/   50] | d_loss: 0.0609 | g_loss: 0.5203
Epoch [   49/   50] | d_loss: 0.2283 | g_loss: 1.2151
Epoch [   49/   50] | d_loss: 0.0847 | g_loss: 0.7146
Epoch [   49/   50] | d_loss: 0.0655 | g_loss: 0.6633
Epoch [   49/   50] | d_loss: 0.0733 | g_loss: 0.8406
Epoch [   49/   50] | d_loss: 0.0571 | g_loss: 0.7941
Epoch [   49/   50] | d_loss: 0.0521 | g_loss: 0.8184
Epoch [   49/   50] | d_loss: 0.0588 | g_loss: 0.6862
Epoch [   49/   50] | d_loss: 0.0692 | g_loss: 0.8247
Epoch [   49/   50] | d_loss: 0.0614 | g_loss: 0.7588
Epoch [   49/   50] | d_loss: 0.0775 | g_loss: 0.6781
Epoch [   49/   50] | d_loss: 0.0601 | g_loss: 0.8024
Epoch [   49/   50] | d_loss: 0.1400 | g_loss: 0.6880
Epoch [   49/   50] | d_loss: 0.0940 | g_loss: 0.4803
Epoch [   49/   50] | d_loss: 0.0524 | g_loss: 0.5736
Epoch [   49/   50] | d_loss: 0.0761 | g_loss: 0.7982
Epoch [   49/   50] | d_loss: 0.0829 | g_loss: 0.5686
Epoch [   49/   50] | d_loss: 0.0757 | g_loss: 0.9570
Epoch [   49/   50] | d_loss: 0.0578 | g_loss: 0.6543
Epoch [   49/   50] | d_loss: 0.0548 | g_loss: 0.6002
Epoch [   49/   50] | d_loss: 0.0632 | g_loss: 0.7721
Epoch [   49/   50] | d_loss: 0.0344 | g_loss: 0.7102
Epoch [   50/   50] | d_loss: 0.1243 | g_loss: 0.6175
Epoch [   50/   50] | d_loss: 0.0635 | g_loss: 0.4298
Epoch [   50/   50] | d_loss: 0.0487 | g_loss: 0.4431
Epoch [   50/   50] | d_loss: 0.0733 | g_loss: 0.7526
Epoch [   50/   50] | d_loss: 0.0461 | g_loss: 0.7229
Epoch [   50/   50] | d_loss: 0.0814 | g_loss: 0.5866
Epoch [   50/   50] | d_loss: 0.0717 | g_loss: 0.6205
Epoch [   50/   50] | d_loss: 0.0737 | g_loss: 0.7219
Epoch [   50/   50] | d_loss: 0.0500 | g_loss: 0.7646
Epoch [   50/   50] | d_loss: 0.0866 | g_loss: 0.5855
Epoch [   50/   50] | d_loss: 0.0549 | g_loss: 0.7423
Epoch [   50/   50] | d_loss: 0.0333 | g_loss: 1.0675
Epoch [   50/   50] | d_loss: 0.1608 | g_loss: 0.5970
Epoch [   50/   50] | d_loss: 0.0419 | g_loss: 0.9502
Epoch [   50/   50] | d_loss: 0.0484 | g_loss: 0.5417
Epoch [   50/   50] | d_loss: 0.0840 | g_loss: 0.5199
Epoch [   50/   50] | d_loss: 0.0814 | g_loss: 0.6086
Epoch [   50/   50] | d_loss: 0.0820 | g_loss: 0.5961
Epoch [   50/   50] | d_loss: 0.0413 | g_loss: 0.8672
Epoch [   50/   50] | d_loss: 0.0853 | g_loss: 0.5027
Epoch [   50/   50] | d_loss: 0.1218 | g_loss: 0.6273
Epoch [   50/   50] | d_loss: 0.0863 | g_loss: 0.9244
Epoch [   50/   50] | d_loss: 0.0634 | g_loss: 0.7092
Epoch [   50/   50] | d_loss: 0.0694 | g_loss: 0.4724
Epoch [   50/   50] | d_loss: 0.0905 | g_loss: 0.5275
Epoch [   50/   50] | d_loss: 0.0842 | g_loss: 0.6311
Epoch [   50/   50] | d_loss: 0.1064 | g_loss: 0.7525
Epoch [   50/   50] | d_loss: 0.0465 | g_loss: 0.7053
Epoch [   50/   50] | d_loss: 0.1089 | g_loss: 0.5918

Training loss

Plot the training losses for the generator and discriminator, recorded after each epoch.

fig, ax = plt.subplots()
losses = np.array(losses)
plt.plot(losses.T[0], label='Discriminator', alpha=0.5)
plt.plot(losses.T[1], label='Generator', alpha=0.5)
plt.title("Training Losses")
plt.legend()

<matplotlib.legend.Legend at 0x7f9fc85860b8>

Generator samples from training

View samples of images from the generator, and answer a question about the strengths and weaknesses of your trained models.

# helper function for viewing a list of passed in sample images
def view_samples(epoch, samples):
    fig, axes = plt.subplots(figsize=(16,4), nrows=2, ncols=8, sharey=True, sharex=True)
    for ax, img in zip(axes.flatten(), samples[epoch]):
        img = img.detach().cpu().numpy()
        img = np.transpose(img, (1, 2, 0))
        img = ((img + 1)*255 / (2)).astype(np.uint8)
        ax.xaxis.set_visible(False)
        ax.yaxis.set_visible(False)
        im = ax.imshow(img.reshape((32,32,3)))

# Load samples from generator, taken while training
with open('train_samples.pkl', 'rb') as f:
    samples = pkl.load(f)

_ = view_samples(-1, samples)

Question: What do you notice about your generated samples and how might you improve this model?

When you answer this question, consider the following factors:

• The dataset is biased; it is made of "celebrity" faces that are mostly white
• Model size; larger models have the opportunity to learn more features in a data feature space
• Optimization strategy; optimizers and number of epochs affect your final result

Answer:
I have noticed that this model works fine when generating white faces, but when a darker face is generated it is mixed up with the hair. This is because there was no training for darker faces images.

I think as a first improvement, this project can be addapted such that it would generate higher resolution images in the end. Another improvement would be to train using darker faces and then see how it behaves when generating them. As a third improvement, I would let it train for a longer period of time, maybe about 1000 epochs or so, and compare the generated images with images that have been generated after a shorter period of time.

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "problem_unittests.py" files in your submission.